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/Keywords (27\040Jun\0402016\054\040Computer\040Vision\040and\040Pattern\040Recognition\054\040Deep\040learning\054\040Residual\054\040Convolutional\040neural\040network\054\040Feature\040learning\054\040Microsoft)
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3200.38000 5007.47000 m
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3200.38000 5007.47000 m
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3201.25000 5017.12000 0.87891 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
/R24 3.34090 Tf
0.99955 0 0 1 319.33500 497.32400 Tm
(0) Tj
ET
Q
3360.12000 5007.47000 m
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S
3360.12000 5017.12000 0.87891 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
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0.99955 0 0 1 335.22200 497.32400 Tm
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ET
Q
3518.99000 5007.47000 m
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S
3519.86000 5017.12000 0.87891 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
/R24 3.34090 Tf
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ET
Q
3678.73000 5007.47000 m
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S
3678.73000 5017.12000 0.87891 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
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(3) Tj
ET
Q
3837.60000 5007.47000 m
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S
3838.47000 5017.12000 0.88281 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
/R24 3.34090 Tf
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ET
Q
3997.34000 5007.47000 m
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S
3997.34000 5017.12000 0.87891 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
/R24 3.34090 Tf
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ET
Q
4156.21000 5007.47000 m
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S
4157.09000 5017.12000 0.87109 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
/R24 3.34090 Tf
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(6) Tj
ET
Q
3200.38000 5007.47000 m
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S
3210.03000 5006.59000 0.87891 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
/R24 3.34090 Tf
0.99955 0 0 1 317.05300 499.51800 Tm
(0) Tj
ET
Q
3200.38000 5333.10000 m
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3210.03000 5331.35000 0.87891 0.86719 re
f
q
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BT
-0.00200 Tc
/R24 3.34090 Tf
0.99955 0 0 1 316.26300 532.08100 Tm
(10) Tj
ET
Q
3200.38000 5657.86000 m
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S
3210.03000 5656.98000 0.87891 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
-0.00200 Tc
/R24 3.34090 Tf
0.99955 0 0 1 316.26300 564.55700 Tm
(20) Tj
ET
Q
q
3259.18000 5037.31000 962.85900 620.55100 re
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n
5.13000 w
0 J
0.75000 0.75000 0 SCN
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Q
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3505.82000 5169.85000 716.21900 488.00800 re
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0 J
1 0 0 SCN
3509.33000 5657.86000 m
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Q
q
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BT
0.01376 Tc
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0.99959 0 0 1 357.86700 491.35500 Tm
0.01638 Tw
[ (it) 11.89270 (e) -9.71986 (r) 0.09317 (\056 \0501) -7.09982 (e4) -7.08864 (\051) ] TJ
0.06684 Tc
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ET
Q
q
3088.62000 4892.78000 2362.52000 782.62900 re
W
n
1 1 1 scn
4248.37000 4896 1202.77000 779.41000 re
f
Q
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0 J
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4418.64000 5007.47000 m
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4418.64000 5007.47000 m
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4418.64000 5007.47000 m
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4419.52000 5017.12000 0.87891 0.87891 re
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q
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ET
Q
4578.39000 5007.47000 m
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4578.39000 5017.12000 0.87891 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
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(1) Tj
ET
Q
4737.26000 5007.47000 m
4737.26000 5018 l
S
4738.13000 5017.12000 0.88281 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
/R24 3.34090 Tf
0.99955 0 0 1 473.02300 497.32400 Tm
(2) Tj
ET
Q
4897 5007.47000 m
4897 5018 l
S
4897 5017.12000 0.87891 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
/R24 3.34090 Tf
0.99955 0 0 1 488.91000 497.32400 Tm
(3) Tj
ET
Q
5055.87000 5007.47000 m
5055.87000 5018 l
S
5056.74000 5017.12000 0.87891 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
/R24 3.34090 Tf
0.99955 0 0 1 504.88400 497.32400 Tm
(4) Tj
ET
Q
5215.61000 5007.47000 m
5215.61000 5018 l
S
5215.61000 5017.12000 0.87891 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
/R24 3.34090 Tf
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(5) Tj
ET
Q
5374.48000 5007.47000 m
5374.48000 5018 l
S
5375.36000 5017.12000 0.87109 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
/R24 3.34090 Tf
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(6) Tj
ET
Q
4418.64000 5007.47000 m
4427.42000 5007.47000 l
S
4428.30000 5006.59000 0.87891 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
/R24 3.34090 Tf
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(0) Tj
ET
Q
4418.64000 5333.10000 m
4427.42000 5333.10000 l
S
4428.30000 5331.35000 0.87891 0.86719 re
f
q
10 0 0 10 0 0 cm
BT
-0.00200 Tc
/R24 3.34090 Tf
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(10) Tj
ET
Q
4418.64000 5657.86000 m
4427.42000 5657.86000 l
S
4428.30000 5656.98000 0.87891 0.87891 re
f
q
10 0 0 10 0 0 cm
BT
-0.00200 Tc
/R24 3.34090 Tf
0.99955 0 0 1 438.09000 564.55700 Tm
(20) Tj
ET
Q
q
4479.21000 5312.91000 961.09800 344.94900 re
W
n
6.41000 w
0.75000 0.75000 0 SCN
4482.72000 5657.86000 m
4498.52000 5574.47000 l
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5421.87000 5322.57000 l
5440.31000 5322.57000 l
S
Q
q
4764.47000 5428.77000 675.84000 229.09000 re
W
n
6.41000 w
1 0 0 SCN
4767.98000 5657.86000 m
4767.98000 5655.22000 l
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5310.40000 5435.79000 l
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5439.43000 5438.43000 l
5440.31000 5438.43000 l
S
Q
q
10 0 0 10 0 0 cm
BT
0.01376 Tc
/R24 6.55340 Tf
0.99959 0 0 1 479.69400 491.35500 Tm
0.01638 Tw
[ (it) 11.89640 (e) -9.71986 (r) 0.08945 (\056 \0501) -7.10355 (e4) -7.08864 (\051) ] TJ
0.01114 Tc
0 0.99959 -1 0 435.80800 515.49200 Tm
0.01900 Tw
[ (tes) -11.10630 (t) 11.47900 ( e) -10.02550 (rro) -7.50606 (r \050\045\051) ] TJ
-0.08624 Tc
/R26 6.58290 Tf
0.99953 0 0 1 400.26100 523.48000 Tm
[ (5) -0.16326 (6) -13.59510 (\055) -12.12210 (l) -12.44490 (a) -12.05160 (y) -25.20140 (e) -25.34980 (r) 0.49720 ] TJ
15.44800 TL
T*
[ (2) -0.16326 (0) -13.59510 (\055) -12.12210 (l) -12.44490 (a) -12.05160 (y) -25.20140 (e) -25.34980 (r) 0.49720 ] TJ
121.44500 38.26840 Td
[ (5) -0.16326 (6) -13.59510 (\055) -12.11840 (l) -12.44490 (a) -12.05160 (y) -25.20140 (e) -25.34980 (r) 0.49720 ] TJ
11.93670 TL
T*
[ (2) -0.16326 (0) -13.59510 (\055) -12.11840 (l) -12.44490 (a) -12.05160 (y) -25.20140 (e) -25.34980 (r) 0.49720 ] TJ
ET
Q
/R28 gs
0.13745 0.12280 0.12598 scn
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 308.86200 480.31100 Tm
[ (Figure) -310.01700 (1\056) -309.99000 (T) 35.02120 (raining) -309.98400 (error) -310.98900 (\050left\051) -310.01200 (and) -309.99000 (test) -310.00600 (error) -309.98400 (\050right\051) -309.99500 (on) -310.01200 (CIF) 73.99040 (AR\05510) ] TJ
10.95860 TL
T*
[ (with) -261.90700 (20\055layer) -262.01600 (and) -261.89100 (56\055layer) -262.88700 (\215plain\216) -261.99700 (netw) 9.99826 (orks\056) -345.89900 (The) -261.89400 (deeper) -261.98600 (netw) 9.99826 (ork) ] TJ
T*
[ (has) -311.98600 (higher) -310.90700 (training) -311.89000 (error) 40.10470 (\054) -326.98000 (and) -311.99400 (thus) -311.00300 (test) -312.01000 (error) 55.00680 (\056) -495.01200 (Similar) -310.99200 (phenomena) ] TJ
T*
[ (on) -249.97800 (ImageNet) -249.99700 (is) -250.00800 (presented) -249.99200 (in) -250.01400 (Fig\056) -250.01700 (4\056) ] TJ
/R14 9.96260 Tf
25.79570 TL
T*
[ (greatly) -249.98500 (bene\223ted) -249.89500 (from) -249.98800 (v) 14.98280 (ery) -250.00200 (deep) -249.99700 (models\056) ] TJ
11.95510 -13.91990 Td
[ (Dri) 24.98360 (v) 14.98280 (en) -255.01100 (by) -255.01100 (the) -255.00900 (signi\223cance) -256.00100 (of) -255.01600 (depth\054) -256.01600 (a) -254.98200 (question) -255.02100 (arises\072) ] TJ
/R18 9.96260 Tf
217.10200 0 Td
(Is) Tj
-229.05700 -11.95510 Td
[ (learning) -319.91000 (better) -320.00800 (networks) -319.99100 (as) -320.01500 (easy) -319.98600 (as) -320.99500 (stac) 20.01140 (king) -320.01000 (mor) 36.98890 (e) -319.99100 (layer) 10.00810 (s\077) ] TJ
/R14 9.96260 Tf
11.95510 TL
T*
[ (An) -368.01000 (obstacle) -369.01900 (to) -368.00500 (answering) -369.01700 (this) -367.99300 (question) -369.00200 (w) 10.00320 (as) -368.01200 (the) -368.98700 (notorious) ] TJ
T*
[ (problem) -269.88900 (of) -269.99200 (v) 24.98110 (anishing\057e) 15.01710 (xploding) -269.98900 (gradients) -270.00900 (\13314\054) -269.90600 (1\054) -269.90600 (8\135\054) -275.00800 (which) ] TJ
T*
[ (hamper) -427.01700 (con) 40.11590 (v) 14.98280 (er) 17.99450 (gence) -426.01000 (from) -427.01700 (the) -425.99800 (be) 15.01710 (ginning\056) -840.01200 (This) -427.00200 (problem\054) ] TJ
T*
[ (ho) 24.98600 (we) 25.01300 (v) 14.98280 (er) 39.99090 (\054) -299.00600 (has) -289.98300 (been) -289.98800 (lar) 17.99700 (gely) -288.99600 (addressed) -290.02000 (by) -289 (normalized) -290.00600 (initial\055) ] TJ
T*
[ (ization) -210.88400 (\13323\054) -211.01400 (8\054) -212.00100 (36\054) -211.01100 (12\135) -211.01600 (and) -211.01900 (intermediate) -212.01400 (normalization) -211.99900 (layers) ] TJ
T*
[ (\13316\135\054) -225.99700 (which) -219.00800 (enable) -219.01700 (netw) 10.00810 (orks) -219.98800 (with) -218.99800 (tens) -219.98800 (of) -218.98300 (layers) -219.99800 (to) -219.01200 (start) -219.98800 (con\055) ] TJ
T*
[ (v) 14.98280 (er) 17.99450 (ging) -377.01300 (for) -378.01800 (stochastic) -377.00300 (gradient) -377.01600 (descent) -376.98600 (\050SGD\051) -376.98100 (with) -377.99100 (back\055) ] TJ
T*
[ (propag) 5.10944 (ation) -250.01700 (\13322\135\056) ] TJ
11.95510 -13.91990 Td
[ (When) -406.90500 (deeper) -408.01800 (netw) 10.00810 (orks) -406.89800 (are) -407.07900 (able) -406.90800 (to) -408 (start) -407.01500 (con) 39.99820 (v) 14.98280 (er) 17.99210 (ging\054) -446.99900 (a) ] TJ
/R18 9.96260 Tf
-11.95510 -11.95510 Td
[ (de) 39.99330 (gr) 14.99010 (adation) ] TJ
/R14 9.96260 Tf
51.53130 0 Td
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[ (cut) -342.99400 (connections) -342.89100 (add) -342.99500 (neither) -342.91100 (e) 15.01220 (xtra) -344.01600 (parameter) -343.98200 (nor) -342.99400 (computa\055) ] TJ
T*
[ (tional) -349.99300 (comple) 14.99870 (xity) 64.99410 (\056) -608.99400 (The) -348.99600 (entire) -350.01300 (netw) 10.00940 (ork) -350.01300 (can) -349.00300 (still) -349.98600 (be) -350.02000 (trained) ] TJ
-0.00100 Tc
T*
[ (end\055to\055end) -287.01300 (by) -288.10300 (SGD) -287.09400 (with) -287.11400 (backpropagation\054) -297.08300 (and) -287.10900 (can) -287.11900 (be) -288.11100 (eas\055) ] TJ
0 Tc
T*
[ (ily) -324.00500 (implemented) -322.91800 (using) -323.99600 (common) -323.98900 (libraries) -323.89000 (\050) ] TJ
-0.14944 Tc
/R18 9.96260 Tf
171.09500 0 Td
[ (e\056) -14.98520 (g) ] TJ
0 Tc
/R14 9.96260 Tf
11.74610 0 Td
[ (\056\054) -342.01600 (Caf) 24.98110 (fe) -323.99200 (\13319\135\051) ] TJ
-182.84200 -11.95510 Td
[ (without) -249.99700 (modifying) -249.91100 (the) -249.99000 (solv) 15.00120 (ers\056) ] TJ
11.95510 -13.39840 Td
[ (W) 79.98730 (e) -498 (present) -497.00400 (comprehensi) 25.00560 (v) 14.98280 (e) -498 (e) 15.01220 (xperiments) -497.01800 (on) -497.98600 (ImageNet) ] TJ
-11.95510 -11.95510 Td
[ (\13335\135) -483.01400 (to) -483.00500 (sho) 24.99220 (w) -483.01500 (the) -483.01000 (de) 15.01830 (gradation) -482.99500 (problem) -482.99000 (and) -483.01300 (e) 25.01050 (v) 24.98110 (aluate) -483.01000 (our) ] TJ
T*
[ (method\056) -305.01500 (W) 79.98730 (e) -234.98500 (sho) 24.99220 (w) -235.99700 (that\072) -302.00600 (1\051) -235.99900 (Our) -235.01500 (e) 15.01220 (xtremely) -234.99500 (deep) -235.01700 (residual) -235.98000 (nets) ] TJ
T*
[ (are) -311.99900 (easy) -311.98500 (to) -310.99500 (optimize\054) -327.98600 (b) 20.00160 (ut) -312.01900 (t) 0.98758 (he) -311.00600 (counterpart) -312.01200 (\215plain\216) -312.01400 (nets) -312.01200 (\050that) ] TJ
T*
[ (simply) -307.00400 (stack) -306.91900 (layers\051) -305.98400 (e) 15.01220 (xhibit) -307.01000 (higher) -306.99300 (training) -307.01700 (error) -307.01700 (when) -307 (the) ] TJ
T*
[ (depth) -282.99400 (increases\073) -298.99800 (2\051) -283.01000 (Our) -283.00700 (deep) -283.01000 (residual) -282.99300 (nets) -282.99700 (can) -283.01400 (easily) -282.99400 (enjo) 10.01060 (y) ] TJ
T*
[ (accurac) 14.99690 (y) -275.98800 (g) 4.98446 (ains) -275 (from) -275.98200 (greatly) -275 (increased) -275.99100 (depth\054) -282.01200 (producing) -276.00300 (re\055) ] TJ
T*
[ (sults) -250.00500 (substantially) -250.01700 (better) -249.91200 (than) -250.10300 (pre) 25.01300 (vious) -249.89100 (netw) 10.00810 (orks\056) ] TJ
11.95510 -13.39880 Td
[ (Similar) -249.99600 (phenomena) -250.99200 (are) -249.89200 (also) -251.00300 (sho) 24.99220 (wn) -249.99000 (on) -251.00700 (the) -249.99000 (CIF) 74.01220 (AR\05510) -250.99500 (set) ] TJ
-11.95510 -11.95510 Td
[ (\13320\135\054) -435.01900 (suggesting) -398.00300 (that) -397.99700 (the) -398.00500 (optimization) -397.99200 (dif) 24.98600 (\223culties) -398.01200 (and) -398.00700 (the) ] TJ
T*
[ (ef) 25.00810 (fects) -196.00500 (of) -196.98500 (our) -196 (method) -196.99500 (are) -196.01900 (not) -197.00900 (just) -195.98100 (akin) -195.99400 (to) -197.01400 (a) -196.01100 (particular) -197.01400 (dataset\056) ] TJ
T*
[ (W) 79.98730 (e) -244.98300 (present) -245.98700 (successfully) -244.98600 (trained) -245.98600 (models) -244.98600 (on) -245.98800 (this) -244.99300 (dataset) -245.98600 (with) ] TJ
11.95630 TL
T*
[ (o) 14.98280 (v) 14.98280 (er) -250 (100) -249.98200 (layers\054) -249.98900 (and) -249.99100 (e) 15.01220 (xplore) -249.98300 (models) -250.00600 (with) -250.01500 (o) 14.98280 (v) 14.98280 (er) -250 (1000) -250.01700 (layers\056) ] TJ
11.95510 -13.39880 Td
[ (On) -360.01000 (the) -360.01000 (ImageNet) -358.98800 (classi\223cation) -360.01000 (dataset) -360.00600 (\13335\135\054) -386.98900 (we) -359.98200 (obtain) ] TJ
-11.95510 -11.95510 Td
[ (e) 15.01280 (xcellent) -266.01600 (results) -266.01000 (by) -265.98500 (e) 15.01220 (xtremely) -266.01000 (deep) -265.99400 (residual) -266.01400 (nets\056) -358.98200 (Our) -265.99000 (152\055) ] TJ
11.95510 TL
T*
[ (layer) -295.01000 (residual) -296.01100 (net) -295.00200 (is) -296.01600 (the) -295.00200 (deepest) -295 (netw) 10.00940 (ork) -295.98200 (e) 25.01050 (v) 14.98280 (er) -295.01700 (presented) -296.01700 (on) ] TJ
T*
[ (ImageNet\054) -376.90400 (while) -350.98200 (still) -351.90700 (ha) 19.99790 (ving) -351.01700 (lo) 24.98850 (wer) -351.98500 (comple) 14.99750 (xity) -351.01500 (than) -352.00700 (V) 14.98030 (GG) ] TJ
T*
[ (nets) -449.00900 (\13340\135\056) -906 (Our) -449.01800 (ensemble) -449.00100 (has) ] TJ
/R12 9.96260 Tf
128.44700 0 Td
(3\05657\045) Tj
/R14 9.96260 Tf
31.86720 0 Td
[ (top\0555) -448.88600 (error) -447.89600 (on) -449.01300 (the) ] TJ
98.43670 629.03800 Td
(ImageNet) Tj
/R18 9.96260 Tf
43.28830 0 Td
(test) Tj
/R14 9.96260 Tf
18.02340 0 Td
[ (set\054) -439.99300 (and) ] TJ
/R18 9.96260 Tf
36.33480 0 Td
[ (won) -401.98700 (the) -402.00200 (1st) -401.99200 (place) -402.00200 (in) -402.00200 (the) -402.00200 (ILSVRC) ] TJ
-97.64650 -11.95510 Td
[ (2015) -358 (classi\223cation) -358.90300 (competition) ] TJ
/R14 9.96260 Tf
126.69100 0 Td
[ (\056) -634.98700 (The) -358.01400 (e) 15.01220 (xtremely) -359.01400 (deep) -358.01900 (rep\055) ] TJ
-126.69100 -11.95510 Td
[ (resentations) -232.00800 (also) -231.98600 (ha) 19.99670 (v) 14.98280 (e) -232.00500 (e) 15.01220 (xcellent) -231.98100 (generalization) -232.01500 (performance) ] TJ
T*
[ (on) -366.00800 (other) -366.00800 (recognition) -365.98300 (tasks\054) -395.00800 (and) -366.01200 (lead) -366.01200 (us) -366.00800 (to) -366.00800 (further) ] TJ
/R18 9.96260 Tf
206.03400 0 Td
[ (win) -365.99300 (the) ] TJ
-206.03400 -11.95630 Td
[ (1st) -314.98900 (places) -315.89300 (on\072) -439.99800 (Ima) 10.00320 (g) 10.00320 (eNet) -316.01300 (detection\054) -331.01800 (Ima) 10.00320 (g) 10.00320 (eNet) -316.01600 (localization\054) ] TJ
11.95630 TL
T*
[ (COCO) -331.01100 (detection\054) -350.89500 (and) -330.98900 (COCO) -331.00800 (se) 39.99330 (gmentation) ] TJ
/R14 9.96260 Tf
178.72800 0 Td
[ (in) -330.99400 (ILSVRC) -330.99900 (\046) ] TJ
-178.72800 -11.95510 Td
[ (COCO) -237.88900 (2015) -239.11700 (competitions\056) -305.89000 (This) -237.89700 (strong) -238.99400 (e) 25.01050 (vidence) -237.99000 (sho) 24.99090 (ws) -239.00900 (that) ] TJ
11.95510 TL
T*
[ (the) -213.01600 (residual) -213.98400 (learning) -212.88800 (principle) -213.90100 (is) -213.00900 (generic\054) -221.01700 (and) -213.99900 (we) -212.98400 (e) 15.01220 (xpect) -213.99400 (that) ] TJ
T*
[ (it) -249.98300 (is) -249.98500 (applicable) -250.01700 (in) -249.98500 (other) -249.98800 (vision) -250.00200 (and) -249.99300 (non\055vision) -249.98800 (problems\056) ] TJ
/R12 11.95520 Tf
-0.00664 -26.64060 Td
[ (2\056) -249.98900 (Related) -250.00200 (W) 74.99720 (ork) ] TJ
/R12 9.96260 Tf
19.83910 TL
T*
[ (Residual) -346.98900 (Repr) 18.08280 (esentations\056) ] TJ
/R14 9.96260 Tf
117.46000 0 Td
[ (In) -347 (image) -346.98600 (recognition\054) -370.99700 (VLAD) ] TJ
-117.46000 -11.95510 Td
[ (\13318\135) -253.99400 (is) -255.00400 (a) -254.00200 (representation) -254.99200 (that) -253.98200 (encodes) -253.98700 (by) -255.00600 (the) -253.98700 (residual) -254.99700 (v) 14.98280 (ectors) ] TJ
11.95510 TL
T*
[ (with) -308.00500 (respect) -307.00500 (to) -308.01500 (a) -307.01200 (dictionary) 64.99900 (\054) -321.98100 (and) -307.98300 (Fisher) -306.98300 (V) 111.00600 (ector) -307.98800 (\13330\135) -307.00300 (can) -307.99300 (be) ] TJ
T*
[ (formulated) -330.89800 (as) -331.00100 (a) -331.00800 (probabilistic) -330.99400 (v) 14.98280 (ersion) -330.98900 (\13318\135) -330.99900 (of) -331.98400 (VLAD\056) -330.98900 (Both) ] TJ
T*
[ (of) -277.01000 (them) -276.99300 (are) -276.98600 (po) 24.98600 (werful) -275.98800 (shallo) 25 (w) -277.00800 (representations) -276.98300 (for) -277.01300 (image) -276.99800 (re\055) ] TJ
T*
[ (trie) 24.98360 (v) 24.98110 (al) -362.99100 (and) -362.01300 (classi\223cation) -362.98800 (\1334\054) -362.99300 (47\135\056) -648 (F) 14.99260 (or) -363.00300 (v) 14.98280 (ector) -362.99800 (quantization\054) ] TJ
T*
[ (encoding) -333.88100 (residual) -333.88500 (v) 14.98280 (ectors) -334.01800 (\13317\135) -334.01800 (is) -334.00800 (sho) 24.99090 (wn) -334.01300 (to) -334.99300 (be) -333.98300 (more) -334.01300 (ef) 25.00560 (fec\055) ] TJ
T*
[ (ti) 24.99090 (v) 14.98280 (e) -250.00200 (than) -249.98500 (encoding) -250.01200 (original) -250.00700 (v) 14.98280 (ectors\056) ] TJ
11.95510 -12.86600 Td
[ (In) -491.01400 (lo) 24.98850 (w\055le) 25.01790 (v) 14.98280 (el) -491.00900 (vision) -492.00100 (and) -491.01100 (computer) -490.99200 (graphics\054) -552.00600 (for) -491.01600 (solv\055) ] TJ
-11.95510 -11.95510 Td
[ (ing) -315.89100 (P) 14.99260 (artial) -316.01600 (Dif) 24.98360 (ferential) -316.01800 (Equations) -315.98600 (\050PDEs\051\054) -333.01800 (the) -316.01600 (widely) -316.00100 (used) ] TJ
T*
[ (Multigrid) -324.91400 (method) -325.01400 (\1333\135) -325.00700 (reformulates) -324.00500 (the) -324.99500 (system) -323.99000 (as) -325.00500 (subprob\055) ] TJ
T*
[ (lems) -306.98600 (at) -305.98600 (multiple) -307 (scales\054) -320.99500 (where) -307.01200 (each) -305.99800 (subproblem) -307.00300 (is) -306.99300 (respon\055) ] TJ
T*
[ (sible) -265.89400 (for) -267.01700 (the) -265.98700 (residual) -266.01400 (solution) -266.88700 (between) -265.99000 (a) -267.01900 (coarser) -266.00500 (and) -265.99000 (a) -267.01900 (\223ner) ] TJ
T*
[ (scale\056) -428.00500 (An) -289.00300 (alternati) 24.99340 (v) 14.98280 (e) -289.01600 (to) -290.01800 (Multigrid) -288.99600 (is) -288.99600 (hierarchical) -289.00600 (basis) -290.01000 (pre\055) ] TJ
T*
[ (conditioning) -300.00900 (\13344\054) -299 (45\135\054) -312.01700 (which) -300.01400 (relies) -299.97900 (on) -299 (v) 24.98110 (ariables) -300.01900 (that) -300.01400 (repre\055) ] TJ
T*
[ (sent) -235.00500 (residual) -235 (v) 14.98280 (ectors) -235.01200 (between) -235.01500 (tw) 10.00810 (o) -235.01500 (scales\056) -304.99800 (It) -235.99500 (has) -235.01500 (been) -235.02000 (sho) 24.99090 (wn) ] TJ
T*
[ (\1333\054) -198.00100 (44\054) -199.01300 (45\135) -197.99900 (that) -199.01100 (these) -199.01600 (solv) 15 (ers) -198.00600 (con) 39.99820 (v) 14.98280 (er) 17.99210 (ge) -198.99100 (much) -197.98700 (f) 9.99343 (aster) -198.00600 (than) -199.01100 (stan\055) ] TJ
T*
[ (dard) -325.90400 (solv) 14.88230 (ers) -325.98700 (that) -325.89200 (are) -326.11500 (una) 15.10040 (w) 10.00320 (are) -325.99500 (of) -325.98500 (the) -326.99400 (residual) -326.98500 (nature) -326.01900 (of) -325.98500 (the) ] TJ
T*
[ (solutions\056) -300.91300 (These) -221.01500 (methods) -222.00700 (suggest) -222.01200 (that) -221.90900 (a) -222.00700 (good) -221.98300 (reformulation) ] TJ
T*
[ (or) -249.99500 (preconditioning) -250.02000 (can) -250 (simplify) -249.99300 (the) -249.98800 (optimization\056) ] TJ
/R12 9.96260 Tf
18.84300 TL
T*
[ (Shortcut) -303.91700 (Connections\056) ] TJ
/R14 9.96260 Tf
99.90200 0 Td
[ (Practices) -304.01300 (and) -304.88500 (theories) -303.89000 (that) -304.99300 (lead) -303.98400 (to) ] TJ
-99.90200 -11.95510 Td
[ (shortcut) -202.99800 (connections) -202.91500 (\1332\054) -203.09800 (33\054) -203.01500 (48\135) -203.02000 (ha) 19.99670 (v) 14.98280 (e) -202.99100 (been) -202.98600 (studied) -204.01500 (for) -202.98600 (a) -202.99100 (long) ] TJ
11.95510 TL
T*
[ (time\056) -456.01700 (An) -297.98200 (early) -299.00900 (practice) -297.99200 (of) -299.00900 (training) -298 (multi\055layer) -299.01400 (perceptrons) ] TJ
T*
[ (\050MLPs\051) -250.90900 (is) -249.98500 (to) -251.00500 (add) -251.01200 (a) -250.00200 (linear) -251.01000 (layer) -251.01700 (connected) -249.98800 (from) -251.00700 (the) -251.00700 (netw) 10.00810 (ork) ] TJ
T*
[ (input) -387.00400 (to) -388.00100 (the) -386.98700 (output) -388.01900 (\13333\054) -386.98400 (48\135\056) -721.98700 (In) -388.01400 (\13343\054) -386.98400 (24\135\054) -421.99800 (a) -387 (fe) 25.01050 (w) -388.00900 (interme\055) ] TJ
11.95590 TL
T*
[ (diate) -395.88500 (layers) -396.98500 (are) -395.98500 (directly) -397.01200 (connected) -395.88500 (to) -396.00300 (auxiliary) -397.00700 (classi\223ers) ] TJ
T*
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11.95510 TL
T*
[ (of) -291.00800 (\13338\054) -291.98100 (37\054) -290.99800 (31\054) -291.90000 (46\135) -291.00300 (propose) -290.99100 (methods) -291.99500 (for) -291.01000 (centering) -290.99600 (layer) -291.99000 (re\055) ] TJ
T*
[ (sponses\054) -295.91900 (gradients\054) -296.98200 (and) -287.00600 (propag) 5.11189 (ated) -287.00600 (errors\054) -296.89200 (implemented) -286.88300 (by) ] TJ
T*
[ (shortcut) -286.98400 (connections\056) -421.89500 (In) -287.00800 (\13343\135\054) -295.98500 (an) -287.01100 (\215inception\216) -286.98600 (layer) -287.99100 (is) -286.99600 (com\055) ] TJ
T*
[ (posed) -249.90200 (of) -249.99500 (a) -250.00200 (shortcut) -250.01000 (branch) -249.99300 (and) -249.99300 (a) -250.00200 (fe) 25.01050 (w) -249.99300 (deeper) -250.00200 (branches\056) ] TJ
11.95510 -12.86600 Td
[ (Concurrent) -244.91500 (with) -244.99600 (our) -243.99100 (w) 10.00320 (ork\054) -245.98800 (\215highw) 10.01790 (ay) -245.01800 (netw) 10.00810 (orks\216) -245.00800 (\13341\054) -244.89100 (42\135) ] TJ
-0.00100 Tc
-11.95510 -11.95510 Td
[ (present) -486.09800 (shortcut) -485.98500 (connections) -486.00700 (with) -486.10000 (gating) -486.10000 (functions) -486.12000 (\13315\135\056) ] TJ
T*
[ (These) -455.08300 (gates) -454.10100 (are) -455.09800 (data\055dependent) -455.11000 (and) -454.10100 (ha) 19.91330 (v) 14.88480 (e) -455.08600 (parameters\054) -506.10700 (in) ] TJ
0 Tc
T*
[ (contrast) -419.00900 (to) -419.01600 (our) -418.98200 (identity) -418.98900 (shortcuts) -420.01300 (that) -419.01300 (are) -418.99900 (parameter) 19.99670 (\055free\056) ] TJ
T*
[ (When) -320.99800 (a) -321.01000 (g) 4.98446 (ated) -321.00300 (shortcut) -321.01800 (is) -322.01000 (\215closed\216) -321 (\050approaching) -320.98600 (zero\051\054) -339.01200 (the) ] TJ
T*
[ (layers) -434.90000 (in) -433.99400 (highw) 9.98363 (ay) -434.98600 (netw) 10.00810 (orks) -433.99100 (represent) ] TJ
/R18 9.96260 Tf
160.33900 0 Td
[ (non\055r) 37.11150 (esidual) ] TJ
/R14 9.96260 Tf
54.88980 0 Td
(func\055) Tj
-215.22900 -11.95510 Td
[ (tions\056) -1135.90000 (On) -525.98300 (the) -525.00300 (contrary) 65.01370 (\054) -594.01400 (our) -525.98600 (formulation) -525.00600 (al) 10.00320 (w) 10.00320 (ays) -525.98600 (learns) ] TJ
T*
[ (residual) -328.90600 (functions\073) -368.01700 (our) -328.99700 (identity) -327.90600 (shortcuts) -329.00900 (are) -329.01400 (ne) 25.01540 (v) 14.98280 (er) -329.00900 (closed\054) ] TJ
T*
[ (and) -402.98700 (all) -402.90300 (information) -404.00600 (is) -403.01900 (al) 10.00320 (w) 10.00320 (ays) -402.98700 (passed) -403.01600 (through\054) -442.01400 (with) -403.00600 (addi\055) ] TJ
T*
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-13.74140 -29.88750 Td
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11.95590 TL
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11.95630 TL
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11.95510 TL
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T*
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11.95510 TL
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T*
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S
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11.95630 TL
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0.49805 0.49805 0.49805 SCN
1448.06000 3268.66000 480.31300 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 155.11500 328.97500 Tm
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ET
Q
0.94922 0.86328 0.85547 scn
1448.06000 3142.14000 480.31300 70.28910 re
f
1448.06000 3142.14000 480.31300 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 155.11500 316.32300 Tm
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ET
Q
0 0 0 SCN
1688.22000 3268.66000 m
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S
1688.22000 3212.43000 m
1667.13000 3255.78000 l
1680.02000 3248.75000 1696.42000 3248.75000 1709.30000 3255.78000 c
1688.22000 3212.43000 l
f*
1688.22000 3395.18000 m
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S
1688.22000 3338.95000 m
1667.13000 3382.30000 l
1680.02000 3375.27000 1696.42000 3375.27000 1709.30000 3382.30000 c
1688.22000 3338.95000 l
f*
0.94922 0.86328 0.85547 scn
1449.23000 3015.62000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
1449.23000 3015.62000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 155.23300 303.67100 Tm
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ET
Q
0.94922 0.86328 0.85547 scn
1449.23000 2889.10000 480.30900 70.28910 re
f
1449.23000 2889.10000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 155.23300 291.01900 Tm
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ET
Q
0 0 0 SCN
1689.39000 3015.62000 m
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S
1689.39000 2959.39000 m
1668.30000 3001.56000 l
1681.19000 2994.53000 1697.59000 2994.53000 1710.48000 3001.56000 c
1689.39000 2959.39000 l
f*
1689.39000 3142.14000 m
1689.39000 3118.71000 l
S
1689.39000 3085.91000 m
1668.30000 3128.08000 l
1681.19000 3122.23000 1697.59000 3122.23000 1710.48000 3128.08000 c
1689.39000 3085.91000 l
f*
0.91797 0.93750 0.96094 scn
1449.23000 2761.41000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
1449.23000 2761.41000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 151.83500 278.24900 Tm
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ET
Q
0.91797 0.93750 0.96094 scn
1449.23000 2634.89000 480.30900 70.28910 re
f
1449.23000 2634.89000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 155.23300 265.59700 Tm
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ET
Q
0 0 0 SCN
1689.39000 2761.41000 m
1689.39000 2737.98000 l
S
1689.39000 2705.18000 m
1668.30000 2748.52000 l
1681.19000 2741.49000 1697.59000 2741.49000 1710.48000 2748.52000 c
1689.39000 2705.18000 l
f*
1689.39000 2889.10000 m
1689.39000 2864.50000 l
S
1689.39000 2831.70000 m
1668.30000 2875.04000 l
1681.19000 2868.01000 1697.59000 2868.01000 1710.48000 2875.04000 c
1689.39000 2831.70000 l
f*
0.91797 0.93750 0.96094 scn
1450.41000 2508.37000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
1450.41000 2508.37000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 155.35000 252.94500 Tm
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ET
Q
0.91797 0.93750 0.96094 scn
1450.41000 2381.85000 480.30900 70.28910 re
f
1450.41000 2381.85000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 155.35000 240.29300 Tm
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ET
Q
0 0 0 SCN
1690.56000 2508.37000 m
1690.56000 2483.76000 l
S
1690.56000 2452.14000 m
1669.47000 2494.31000 l
1682.36000 2487.28000 1698.76000 2487.28000 1711.65000 2494.31000 c
1690.56000 2452.14000 l
f*
1690.56000 2634.89000 m
1690.56000 2611.46000 l
S
1690.56000 2578.66000 m
1669.47000 2620.83000 l
1682.36000 2614.97000 1698.76000 2614.97000 1711.65000 2620.83000 c
1690.56000 2578.66000 l
f*
0.91797 0.93750 0.96094 scn
1449.23000 2254.15000 480.30900 70.29300 re
f
0.49805 0.49805 0.49805 SCN
1449.23000 2254.15000 480.30900 70.29300 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 155.23300 227.52400 Tm
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ET
Q
0.91797 0.93750 0.96094 scn
1449.23000 2127.63000 480.30900 70.28910 re
f
1449.23000 2127.63000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 155.23300 214.87200 Tm
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ET
Q
0 0 0 SCN
1689.39000 2254.15000 m
1689.39000 2230.72000 l
S
1689.39000 2197.92000 m
1668.30000 2241.27000 l
1681.19000 2234.24000 1697.59000 2234.24000 1710.48000 2241.27000 c
1689.39000 2197.92000 l
f*
1689.39000 2381.85000 m
1689.39000 2357.24000 l
S
1689.39000 2324.44000 m
1668.30000 2367.79000 l
1681.19000 2360.76000 1697.59000 2360.76000 1710.48000 2367.79000 c
1689.39000 2324.44000 l
f*
1687.05000 6312.19000 m
1687.05000 6287.59000 l
S
1687.05000 6255.96000 m
1665.96000 6298.13000 l
1678.85000 6292.27000 1695.25000 6292.27000 1708.13000 6298.13000 c
1687.05000 6255.96000 l
f*
1687.05000 2127.63000 m
1687.05000 2104.20000 l
S
1687.05000 2071.40000 m
1665.96000 2114.75000 l
1678.85000 2107.72000 1695.25000 2107.72000 1708.13000 2114.75000 c
1687.05000 2071.40000 l
f*
q
10 0 0 10 0 0 cm
BT
0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 160.27000 202.22000 Tm
[ <14> -0.43686 <08> -0.36240 <15> 23.48870 <04> -22.83840 <0e06060f> 0.28048 ] TJ
ET
Q
1683.53000 2001.11000 m
1683.53000 1976.51000 l
S
1683.53000 1944.88000 m
1662.45000 1987.05000 l
1675.33000 1981.20000 1691.73000 1981.20000 1704.62000 1987.05000 c
1683.53000 1944.88000 l
f*
1 1 1 scn
1443.38000 1874.59000 480.31300 70.28910 re
f
0.49805 0.49805 0.49805 SCN
1443.38000 1874.59000 480.31300 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 160.97300 189.56800 Tm
[ <16> -0.42941 <05> -0.28793 <04> 0.35247 <11> 0.48899 <17> 0.48899 <17> -22.93020 <17> 0.48899 ] TJ
ET
Q
0 0 0 SCN
1687.05000 6945.96000 m
1687.05000 6415.28000 l
S
1687.05000 6382.48000 m
1665.96000 6425.82000 l
1678.85000 6418.79000 1695.25000 6418.79000 1708.13000 6425.82000 c
1687.05000 6382.48000 l
f*
q
10 0 0 10 0 0 cm
BT
-0.00049 Tc
/R65 4.92020 Tf
0.99953 0 0 1 162.26100 696.70500 Tm
[ (\030) 0.28048 (\031) 24.03730 <14> -0.43934 <15> 23.08660 (\032) 0.48899 ] TJ
ET
Q
0.92188 0.94531 0.87500 scn
740.48000 4916.95000 480.30900 70.28130 re
f
0.49805 0.49805 0.49805 SCN
740.48000 4916.95000 480.30900 70.28130 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 84.35740 493.80300 Tm
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ET
Q
0.85938 0.93359 0.95312 scn
738.14100 6819.44000 480.30900 70.28910 re
f
738.14100 6819.44000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00049 Tc
/R65 4.92020 Tf
0.99953 0 0 1 85.41170 684.05300 Tm
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ET
Q
0.85938 0.93359 0.95312 scn
738.14100 6692.92000 480.30900 70.28910 re
f
738.14100 6692.92000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00049 Tc
/R65 4.92020 Tf
0.99953 0 0 1 85.41170 671.40100 Tm
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ET
Q
1 1 1 scn
739.30900 6566.40000 480.31300 70.28910 re
f
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 90.09770 658.63200 Tm
[ <0e06060f> 0.28048 <09> 0.28173 <04> -23.43160 <0c> 0.34750 <0d> 0.48650 ] TJ
ET
Q
0.99219 0.92188 0.86719 scn
739.30900 6438.71000 480.31300 70.28910 re
f
739.30900 6438.71000 480.31300 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 84.24020 645.97900 Tm
[ <10> 0.48774 <03> -0.28917 <10> 0.48774 <04> -23.47510 <05> 22.92400 <060708> -0.36364 <09> 0.28048 <04> -23.47130 <11> 0.48899 <0d> 0.48650 <12> 0.48899 ] TJ
ET
Q
0 0 0 SCN
979.46900 6565.23000 m
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S
979.46900 6509 m
958.37900 6552.34000 l
971.27000 6545.31000 987.67200 6545.31000 1000.55000 6552.34000 c
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f*
979.46900 6692.92000 m
979.46900 6668.32000 l
S
979.46900 6635.52000 m
958.37900 6678.86000 l
971.27000 6671.83000 987.67200 6671.83000 1000.55000 6678.86000 c
979.46900 6635.52000 l
f*
0.99219 0.92188 0.86719 scn
739.30900 6312.19000 480.31300 70.28910 re
f
0.49805 0.49805 0.49805 SCN
739.30900 6312.19000 480.31300 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 84.24020 633.32700 Tm
[ <10> 0.48774 <03> -0.28917 <10> 0.48774 <04> -23.47510 <05> 22.92400 <060708> -0.36364 <09> 0.28048 <04> -23.47130 <11> 0.48899 <0d> 0.48650 <12> 0.48899 ] TJ
ET
Q
1 1 1 scn
739.30900 6185.67000 480.31300 70.28520 re
f
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 90.09770 620.67500 Tm
[ <0e06060f> 0.28048 <09> 0.28173 <04> -23.43160 <0c> 0.34750 <0d> 0.48650 ] TJ
ET
Q
0 0 0 SCN
979.46900 6312.19000 m
979.46900 6287.59000 l
S
979.46900 6255.96000 m
958.37900 6298.13000 l
971.27000 6292.27000 987.67200 6292.27000 1000.55000 6298.13000 c
979.46900 6255.96000 l
f*
979.46900 6438.71000 m
979.46900 6415.28000 l
S
979.46900 6382.48000 m
958.37900 6425.82000 l
971.27000 6418.79000 987.67200 6418.79000 1000.55000 6425.82000 c
979.46900 6382.48000 l
f*
0.93359 0.91797 0.94922 scn
740.48000 6057.97000 480.30900 71.47270 re
f
0.49805 0.49805 0.49805 SCN
740.48000 6057.97000 480.30900 71.47270 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 84.35740 607.90600 Tm
[ <10> 0.48774 <03> -0.28917 <10> 0.48774 <04> -23.47510 <05> 22.92400 <060708> -0.36364 <09> 0.28048 <04> -23.55080 <0d> 0.48899 <13> 0.48650 <0a> 0.48899 ] TJ
ET
Q
0.93359 0.91797 0.94922 scn
740.48000 5931.45000 480.30900 70.28910 re
f
740.48000 5931.45000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 84.35740 595.25400 Tm
[ <10> 0.48774 <03> -0.28917 <10> 0.48774 <04> -23.47510 <05> 22.92400 <060708> -0.36364 <09> 0.28048 <04> -23.55080 <0d> 0.48899 <13> 0.48650 <0a> 0.48899 ] TJ
ET
Q
0 0 0 SCN
980.64100 6057.97000 m
980.64100 6034.54000 l
S
980.64100 6001.74000 m
959.55100 6045.09000 l
972.44100 6038.06000 988.84000 6038.06000 1001.73000 6045.09000 c
980.64100 6001.74000 l
f*
980.64100 6185.67000 m
980.64100 6161.07000 l
S
980.64100 6129.44000 m
959.55100 6171.61000 l
972.44100 6164.58000 988.84000 6164.58000 1001.73000 6171.61000 c
980.64100 6129.44000 l
f*
0.93359 0.91797 0.94922 scn
739.30900 5804.93000 480.31300 70.28910 re
f
0.49805 0.49805 0.49805 SCN
739.30900 5804.93000 480.31300 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 84.24020 582.60200 Tm
[ <10> 0.48774 <03> -0.28917 <10> 0.48774 <04> -23.47510 <05> 22.92400 <060708> -0.36364 <09> 0.28048 <04> -23.47130 <0d> 0.48899 <13> 0.48650 <0a> 0.48899 ] TJ
ET
Q
0.93359 0.91797 0.94922 scn
739.30900 5678.41000 480.31300 70.28910 re
f
739.30900 5678.41000 480.31300 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 84.24020 569.95000 Tm
[ <10> 0.48774 <03> -0.28917 <10> 0.48774 <04> -23.47510 <05> 22.92400 <060708> -0.36364 <09> 0.28048 <04> -23.47130 <0d> 0.48899 <13> 0.48650 <0a> 0.48899 ] TJ
ET
Q
0 0 0 SCN
979.46900 5804.93000 m
979.46900 5780.33000 l
S
979.46900 5748.70000 m
958.37900 5790.88000 l
971.27000 5785.02000 987.67200 5785.02000 1000.55000 5790.88000 c
979.46900 5748.70000 l
f*
979.46900 5931.45000 m
979.46900 5908.02000 l
S
979.46900 5875.22000 m
958.37900 5918.57000 l
971.27000 5911.54000 987.67200 5911.54000 1000.55000 5918.57000 c
979.46900 5875.22000 l
f*
980.64100 5678.41000 m
980.64100 5400.77000 l
S
980.64100 5367.97000 m
958.37900 5411.31000 l
972.44100 5404.28000 987.67200 5404.28000 1001.73000 5411.31000 c
980.64100 5367.97000 l
f*
1 1 1 scn
740.48000 5297.68000 480.30900 71.46090 re
f
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 90.21480 531.87700 Tm
[ <0e06060f> 0.28048 <09> 0.28173 <04> -23.43160 <0c> 0.34750 <0d> 0.48650 ] TJ
ET
Q
0.92188 0.94531 0.87500 scn
740.48000 5171.16000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
740.48000 5171.16000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 84.35740 519.22500 Tm
[ <10> 0.48774 <03> -0.28917 <10> 0.48774 <04> -23.47510 <05> 22.92400 <060708> -0.36364 <09> 0.28048 <04> -23.55080 <13> 0.48899 <11> 0.48650 <0d> 0.48899 ] TJ
ET
Q
0 0 0 SCN
980.64100 5297.68000 m
980.64100 5274.25000 l
S
980.64100 5241.45000 m
959.55100 5283.62000 l
972.44100 5277.76000 988.84000 5277.76000 1001.73000 5283.62000 c
980.64100 5241.45000 l
f*
0.92188 0.94531 0.87500 scn
741.66000 5044.64000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
741.66000 5044.64000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 84.47460 506.57200 Tm
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ET
Q
0 0 0 SCN
981.80900 5044.64000 m
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S
981.80900 4987.23000 m
960.71900 5030.58000 l
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981.80900 4987.23000 l
f*
981.80900 5171.16000 m
981.80900 5146.56000 l
S
981.80900 5114.93000 m
960.71900 5157.10000 l
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981.80900 5114.93000 l
f*
0.92188 0.94531 0.87500 scn
740.48000 4790.42000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
740.48000 4790.42000 480.30900 70.28910 re
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q
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0.99953 0 0 1 84.35740 481.15100 Tm
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ET
Q
0 0 0 SCN
980.64100 4790.42000 m
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S
980.64100 4353.46000 m
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980.64100 4353.46000 l
f*
980.64100 4916.95000 m
980.64100 4893.52000 l
S
980.64100 4860.71000 m
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980.64100 4860.71000 l
f*
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
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0.99953 0 0 1 90.09770 430.42600 Tm
[ <0e06060f> 0.28048 <09> 0.28173 <04> -23.43160 <0c> 0.34750 <0d> 0.48650 ] TJ
ET
Q
0.94922 0.86328 0.85547 scn
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f
0.49805 0.49805 0.49805 SCN
739.30900 4156.65000 480.31300 70.29300 re
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0 0 0 scn
q
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ET
Q
0 0 0 SCN
979.46900 4283.17000 m
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S
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979.46900 4226.94000 l
f*
0.94922 0.86328 0.85547 scn
740.48000 4030.13000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
740.48000 4030.13000 480.30900 70.28910 re
S
0 0 0 scn
q
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0.99953 0 0 1 84.35740 405.12200 Tm
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ET
Q
0.94922 0.86328 0.85547 scn
740.48000 3902.44000 480.30900 71.45700 re
f
740.48000 3902.44000 480.30900 71.45700 re
S
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q
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BT
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0.99953 0 0 1 84.35740 392.35200 Tm
[ <10> 0.48774 <03> -0.28917 <10> 0.48774 <04> -23.47510 <05> 22.92400 <060708> -0.36364 <09> 0.28048 <04> -23.55080 <13> 0.48899 <11> 0.48650 <0d> 0.48899 ] TJ
ET
Q
0 0 0 SCN
980.64100 4030.13000 m
980.64100 4005.53000 l
S
980.64100 3973.90000 m
959.55100 4016.07000 l
972.44100 4009.04000 988.84000 4009.04000 1001.73000 4016.07000 c
980.64100 3973.90000 l
f*
980.64100 4156.65000 m
980.64100 4132.05000 l
S
980.64100 4100.42000 m
959.55100 4142.59000 l
972.44100 4136.73000 988.84000 4136.73000 1001.73000 4142.59000 c
980.64100 4100.42000 l
f*
0.94922 0.86328 0.85547 scn
739.30900 3775.92000 480.31300 70.28910 re
f
0.49805 0.49805 0.49805 SCN
739.30900 3775.92000 480.31300 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
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0.99953 0 0 1 84.24020 379.70000 Tm
[ <10> 0.48774 <03> -0.28917 <10> 0.48774 <04> -23.47510 <05> 22.92400 <060708> -0.36364 <09> 0.28048 <04> -23.47130 <13> 0.48899 <11> 0.48650 <0d> 0.48899 ] TJ
ET
Q
0 0 0 SCN
979.46900 3775.92000 m
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S
979.46900 2831.70000 m
958.37900 2875.04000 l
971.27000 2868.01000 987.67200 2868.01000 1000.55000 2875.04000 c
979.46900 2831.70000 l
f*
979.46900 3902.44000 m
979.46900 3879.01000 l
S
979.46900 3846.21000 m
958.37900 3889.55000 l
971.27000 3882.52000 987.67200 3882.52000 1000.55000 3889.55000 c
979.46900 3846.21000 l
f*
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 90.21480 278.24900 Tm
[ <0e06060f> 0.28048 <09> 0.28173 <04> -23.43160 <0c> 0.34750 <0d> 0.48650 ] TJ
ET
Q
980.64100 2761.41000 m
980.64100 2104.20000 l
S
980.64100 2071.40000 m
959.55100 2114.75000 l
972.44100 2107.72000 988.84000 2107.72000 1001.73000 2114.75000 c
980.64100 2071.40000 l
f*
978.30100 6819.44000 m
978.30100 6794.84000 l
S
978.30100 6763.21000 m
957.21100 6805.38000 l
970.10200 6798.35000 986.50000 6798.35000 999.39100 6805.38000 c
978.30100 6763.21000 l
f*
1 1 1 scn
741.66000 2001.11000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
741.66000 2001.11000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.11464 Tc
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0.99953 0 0 1 90.91800 202.22000 Tm
[ <16> -0.42941 <05> -24.02360 <04> -22.44990 <0b> -22.10370 <17> -45.93240 (\033) -22.10370 <0a> 0.48899 ] TJ
ET
Q
1 1 1 scn
741.66000 1874.59000 480.30900 70.28910 re
f
741.66000 1874.59000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.11464 Tc
/R65 4.92020 Tf
0.99953 0 0 1 90.91800 189.56800 Tm
[ <16> -0.42941 <05> -24.02360 <04> -22.44990 <0b> -22.10370 <17> -45.93240 (\033) -22.10370 <0a> 0.48899 ] TJ
ET
Q
0 0 0 SCN
980.64100 2001.11000 m
980.64100 1976.51000 l
S
980.64100 1944.88000 m
959.55100 1987.05000 l
972.44100 1981.20000 988.84000 1981.20000 1001.73000 1987.05000 c
980.64100 1944.88000 l
f*
978.30100 1874.59000 m
978.30100 1849.99000 l
S
978.30100 1818.36000 m
957.21100 1860.53000 l
970.10200 1853.50000 986.50000 1853.50000 999.39100 1860.53000 c
978.30100 1818.36000 l
f*
1 1 1 scn
738.14100 1746.90000 480.30900 71.46090 re
f
0.49805 0.49805 0.49805 SCN
738.14100 1746.90000 480.30900 71.46090 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.11464 Tc
/R65 4.92020 Tf
0.99953 0 0 1 90.56640 176.79900 Tm
[ <16> -0.42941 <05> -24.02360 <04> -22.37050 <11> -22.10370 <17> -45.93240 <17> -22.10370 <17> 0.48899 ] TJ
ET
Q
0 0 0 SCN
978.30100 6945.96000 m
978.30100 6922.53000 l
S
978.30100 6889.73000 m
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978.30100 6889.73000 l
f*
q
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BT
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0.99953 0 0 1 92.08950 696.70500 Tm
[ (\030) 0.28048 (\031) 24.03730 <14> -0.43810 <15> 23.08780 (\032) 0.48899 ] TJ
0 Tc
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[ <061c1d> 0.49643 <0e1c1d> 0.49643 <04> 0.35495 ] TJ
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[ (\036) 0.34750 (\030) 47.88340 (\037) 22.77760 (\032) 48.50400 ( ) 0.20726 <04> 0.35495 <11> 24.62180 <11> 24.67520 <0d> 0.48774 ] TJ
0 Tc
1.87510 38.42460 Td
[ <061c1d> 0.49643 <0e1c1d> 0.49643 <04> 0.35495 ] TJ
0.11513 Tc
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[ (\036) 0.34750 (\030) 47.88340 (\037) 22.77760 (\032) 48.50400 ( ) 0.20726 <04> 0.35495 <0d> 24.62180 <0d> 24.67520 <0b> 0.48774 ] TJ
0 Tc
1.87510 -64.43160 Td
[ <061c1d> 0.49643 <0e1c1d> 0.49643 <04> 0.35495 ] TJ
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[ (\036) 0.34750 (\030) 0.28048 (\037) 22.74780 (\032) 0.69625 ( ) 0.20726 <04> 0.35619 <13> -23.09900 <0a> 0.48774 ] TJ
0 Tc
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[ <061c1d> 0.49643 <0e1c1d> 0.49643 <04> 0.35495 ] TJ
-0.00246 Tc
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[ (\036) 0.34750 (\030) 0.28048 (\037) 22.74780 (\032) 0.69625 ( ) 0.20726 <04> 0.35619 <0d> -23.09900 <12> 0.48774 ] TJ
0 Tc
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[ <061c1d> 0.49643 <0e1c1d> 0.49643 <04> 0.35495 ] TJ
-0.00246 Tc
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[ (\036) 0.34750 (\030) 0.28048 (\037) 22.74780 (\032) 0.69625 ( ) 0.20726 <04> 0.35619 <11> -23.09900 <0b> 0.48774 ] TJ
0 Tc
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[ <061c1d> 0.49643 <0e1c1d> 0.49643 <04> 0.35495 ] TJ
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[ (\036) 0.34750 (\030) 47.76300 (\037) 22.67830 (\032) 48.40470 ( ) 0.20602 <04> 23.92310 <02> 0.48899 ] TJ
0 Tc
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[ <061c1d> 0.49643 <0e1c1d> 0.49643 <04> 0.35495 ] TJ
0.11464 Tc
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[ (\036) 0.34750 (\030) 47.76300 (\037) 22.67830 (\032) 48.40470 ( ) 0.20602 <04> 23.92310 <11> 0.48899 ] TJ
0 Tc
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ET
Q
2386.42000 2353.73000 m
2781.22000 2353.73000 2845.65000 2288.13000 2823.39000 2197.92000 c
2811.67000 2154.58000 2781.22000 2106.55000 2386.42000 2106.55000 c
S
2825.73000 2227.21000 m
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2825.73000 2235.41000 l
S
2825.73000 2203.78000 m
2804.65000 2245.95000 l
2817.53000 2240.10000 2833.93000 2240.10000 2846.82000 2245.95000 c
2825.73000 2203.78000 l
f*
2385.25000 2606.77000 m
2780.04000 2606.77000 2844.48000 2542.34000 2822.22000 2450.96000 c
2810.50000 2408.79000 2780.04000 2360.76000 2385.25000 2360.76000 c
S
2824.56000 2481.42000 m
2824.56000 2493.14000 l
2824.56000 2489.62000 l
S
2824.56000 2456.82000 m
2803.47000 2500.17000 l
2816.36000 2493.14000 2832.76000 2493.14000 2845.65000 2500.17000 c
2824.56000 2456.82000 l
f*
2386.42000 2864.50000 m
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2386.42000 2864.50000 l
h
2408.68000 2863.33000 m
2415.71000 2863.33000 l
2419.23000 2859.81000 l
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2408.68000 2856.30000 l
2405.17000 2859.81000 l
2408.68000 2863.33000 l
h
2430.94000 2863.33000 m
2437.97000 2863.33000 l
2441.48000 2859.81000 l
2437.97000 2856.30000 l
2429.77000 2856.30000 l
2426.26000 2859.81000 l
2430.94000 2863.33000 l
h
2452.03000 2863.33000 m
2460.23000 2863.33000 l
2463.74000 2859.81000 l
2459.06000 2856.30000 l
2452.03000 2856.30000 l
2448.51000 2859.81000 l
2452.03000 2863.33000 l
h
2474.29000 2863.33000 m
2481.32000 2862.16000 l
2484.83000 2858.64000 l
2481.32000 2855.13000 l
2474.29000 2855.13000 l
2470.77000 2859.81000 l
2474.29000 2863.33000 l
h
2496.54000 2862.16000 m
2503.57000 2862.16000 l
2507.09000 2857.47000 l
2503.57000 2853.96000 l
2496.54000 2855.13000 l
2493.03000 2858.64000 l
2496.54000 2862.16000 l
h
2518.80000 2860.98000 m
2525.83000 2860.98000 l
2529.35000 2856.30000 l
2525.83000 2853.96000 l
2517.63000 2853.96000 l
2514.12000 2857.47000 l
2518.80000 2860.98000 l
h
2539.89000 2859.81000 m
2548.09000 2859.81000 l
2551.60000 2855.13000 l
2546.92000 2851.61000 l
2539.89000 2852.78000 l
2536.38000 2856.30000 l
2539.89000 2859.81000 l
h
2562.15000 2858.64000 m
2569.18000 2857.47000 l
2572.69000 2853.96000 l
2569.18000 2850.44000 l
2562.15000 2851.61000 l
2558.63000 2855.13000 l
2562.15000 2858.64000 l
h
2584.41000 2856.30000 m
2591.44000 2856.30000 l
2594.95000 2851.61000 l
2591.44000 2848.10000 l
2583.23000 2849.27000 l
2579.72000 2852.78000 l
2584.41000 2856.30000 l
h
2606.66000 2853.96000 m
2613.69000 2853.96000 l
2617.21000 2849.27000 l
2612.52000 2846.93000 l
2605.49000 2846.93000 l
2601.98000 2851.61000 l
2606.66000 2853.96000 l
h
2627.75000 2851.61000 m
2634.78000 2850.44000 l
2638.29000 2846.93000 l
2634.78000 2843.41000 l
2626.58000 2844.58000 l
2624.24000 2849.27000 l
2627.75000 2851.61000 l
h
2650.01000 2849.27000 m
2657.04000 2848.10000 l
2660.55000 2843.41000 l
2655.87000 2841.07000 l
2648.84000 2842.24000 l
2645.32000 2845.75000 l
2650.01000 2849.27000 l
h
2672.27000 2845.75000 m
2679.30000 2844.58000 l
2681.64000 2839.90000 l
2678.13000 2836.38000 l
2669.92000 2838.73000 l
2667.58000 2842.24000 l
2672.27000 2845.75000 l
h
2693.35000 2841.07000 m
2700.38000 2839.90000 l
2702.73000 2835.21000 l
2699.21000 2832.87000 l
2692.18000 2834.04000 l
2688.67000 2838.73000 l
2693.35000 2841.07000 l
h
2714.44000 2836.38000 m
2721.47000 2834.04000 l
2722.64000 2834.04000 l
2724.98000 2829.35000 l
2720.30000 2827.01000 l
2713.27000 2829.35000 l
2710.93000 2832.87000 l
2714.44000 2836.38000 l
h
2736.70000 2830.53000 m
2736.70000 2829.35000 l
2743.73000 2827.01000 l
2744.90000 2823.50000 l
2740.21000 2821.15000 l
2734.36000 2822.32000 l
2734.36000 2823.50000 l
2732.01000 2827.01000 l
2736.70000 2830.53000 l
h
2756.61000 2822.32000 m
2762.47000 2819.98000 l
2763.64000 2819.98000 l
2765.99000 2814.12000 l
2761.30000 2812.95000 l
2760.13000 2812.95000 l
2754.27000 2815.30000 l
2751.93000 2819.98000 l
2756.61000 2822.32000 l
h
2777.70000 2812.95000 m
2783.56000 2809.44000 l
2784.73000 2804.75000 l
2780.04000 2802.41000 l
2774.19000 2805.92000 l
2771.84000 2811.78000 l
2777.70000 2812.95000 l
h
2796.45000 2801.24000 m
2802.30000 2795.38000 l
2802.30000 2790.69000 l
2796.45000 2790.69000 l
2791.76000 2795.38000 l
2791.76000 2800.07000 l
2796.45000 2801.24000 l
h
2812.85000 2784.84000 m
2814.02000 2783.67000 l
2817.53000 2778.98000 l
2816.36000 2774.29000 l
2811.67000 2775.47000 l
2809.33000 2778.98000 l
2806.99000 2780.15000 l
2806.99000 2786.01000 l
2812.85000 2784.84000 l
h
2824.56000 2766.09000 m
2826.90000 2761.41000 l
2826.90000 2757.89000 l
2824.56000 2753.21000 l
2819.88000 2756.72000 l
2819.88000 2759.06000 l
2817.53000 2762.58000 l
2819.88000 2767.27000 l
2824.56000 2766.09000 l
h
2830.42000 2742.66000 m
2830.42000 2735.63000 l
2826.90000 2732.12000 l
2823.39000 2735.63000 l
2823.39000 2742.66000 l
2825.73000 2746.18000 l
2830.42000 2742.66000 l
h
2829.25000 2720.41000 m
2828.08000 2713.38000 l
2824.56000 2709.86000 l
2821.05000 2714.55000 l
2822.22000 2721.58000 l
2826.90000 2725.09000 l
2829.25000 2720.41000 l
h
2824.56000 2698.15000 m
2824.56000 2695.80000 l
2822.22000 2691.12000 l
2817.53000 2688.78000 l
2815.19000 2694.63000 l
2817.53000 2698.15000 l
2817.53000 2700.49000 l
2822.22000 2702.83000 l
2824.56000 2698.15000 l
h
2815.19000 2677.06000 m
2812.85000 2674.72000 l
2810.50000 2671.20000 l
2804.65000 2671.20000 l
2804.65000 2677.06000 l
2809.33000 2681.75000 l
2814.02000 2682.92000 l
2815.19000 2677.06000 l
h
2798.79000 2661.83000 m
2792.93000 2658.32000 l
2791.76000 2657.15000 l
2787.07000 2658.32000 l
2788.24000 2664.17000 l
2789.42000 2664.17000 l
2794.10000 2667.69000 l
2798.79000 2666.52000 l
2798.79000 2661.83000 l
h
2778.87000 2650.12000 m
2771.84000 2647.77000 l
2767.16000 2648.94000 l
2769.50000 2654.80000 l
2775.36000 2657.15000 l
2780.04000 2654.80000 l
2778.87000 2650.12000 l
h
2757.79000 2641.92000 m
2750.76000 2639.57000 l
2746.07000 2641.92000 l
2748.41000 2646.60000 l
2755.44000 2648.94000 l
2760.13000 2646.60000 l
2757.79000 2641.92000 l
h
2736.70000 2636.06000 m
2729.67000 2634.89000 l
2724.98000 2637.23000 l
2727.33000 2641.92000 l
2734.36000 2643.09000 l
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2736.70000 2636.06000 l
h
2714.44000 2631.37000 m
2710.93000 2630.20000 l
2707.41000 2630.20000 l
2703.90000 2632.54000 l
2706.24000 2637.23000 l
2709.76000 2637.23000 l
2713.27000 2638.40000 l
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h
2693.35000 2626.69000 m
2686.33000 2626.69000 l
2681.64000 2629.03000 l
2685.15000 2633.72000 l
2692.18000 2634.89000 l
2695.70000 2631.37000 l
2693.35000 2626.69000 l
h
2671.10000 2624.34000 m
2664.07000 2623.17000 l
2660.55000 2626.69000 l
2662.90000 2630.20000 l
2669.92000 2631.37000 l
2674.61000 2627.86000 l
2671.10000 2624.34000 l
h
2650.01000 2620.83000 m
2641.81000 2620.83000 l
2638.29000 2623.17000 l
2641.81000 2627.86000 l
2648.84000 2629.03000 l
2652.35000 2625.52000 l
2650.01000 2620.83000 l
h
2627.75000 2619.66000 m
2620.72000 2618.49000 l
2616.04000 2622 l
2619.55000 2625.52000 l
2626.58000 2626.69000 l
2631.27000 2623.17000 l
2627.75000 2619.66000 l
h
2605.49000 2617.31000 m
2598.46000 2616.14000 l
2594.95000 2619.66000 l
2597.29000 2624.34000 l
2605.49000 2624.34000 l
2609.01000 2620.83000 l
2605.49000 2617.31000 l
h
2583.23000 2614.97000 m
2576.21000 2614.97000 l
2572.69000 2618.49000 l
2576.21000 2622 l
2583.23000 2623.17000 l
2586.75000 2619.66000 l
2583.23000 2614.97000 l
h
2562.15000 2613.80000 m
2553.95000 2613.80000 l
2550.43000 2617.31000 l
2553.95000 2620.83000 l
2559.80000 2622 l
2560.98000 2622 l
2565.66000 2618.49000 l
2562.15000 2613.80000 l
h
2539.89000 2612.63000 m
2532.86000 2612.63000 l
2528.17000 2616.14000 l
2531.69000 2619.66000 l
2532.86000 2619.66000 l
2539.89000 2620.83000 l
2543.40000 2617.31000 l
2539.89000 2612.63000 l
h
2517.63000 2612.63000 m
2510.60000 2611.46000 l
2507.09000 2614.97000 l
2510.60000 2619.66000 l
2517.63000 2619.66000 l
2521.15000 2616.14000 l
2517.63000 2612.63000 l
h
2495.37000 2611.46000 m
2488.34000 2611.46000 l
2484.83000 2614.97000 l
2488.34000 2618.49000 l
2495.37000 2618.49000 l
2498.89000 2614.97000 l
2495.37000 2611.46000 l
h
2474.29000 2611.46000 m
2473.11000 2611.46000 l
2466.09000 2610.29000 l
2462.57000 2614.97000 l
2466.09000 2618.49000 l
2473.11000 2618.49000 l
2477.80000 2614.97000 l
2474.29000 2611.46000 l
h
2452.03000 2610.29000 m
2445 2610.29000 l
2440.31000 2613.80000 l
2443.83000 2617.31000 l
2452.03000 2618.49000 l
2455.54000 2613.80000 l
2452.03000 2610.29000 l
h
2429.77000 2610.29000 m
2422.74000 2610.29000 l
2419.23000 2613.80000 l
2422.74000 2617.31000 l
2429.77000 2617.31000 l
2433.28000 2613.80000 l
2429.77000 2610.29000 l
h
2407.51000 2610.29000 m
2400.48000 2610.29000 l
2396.97000 2613.80000 l
2400.48000 2617.31000 l
2407.51000 2617.31000 l
2411.03000 2613.80000 l
2407.51000 2610.29000 l
f
2822.22000 2734.46000 m
2822.22000 2741.49000 l
2823.39000 2745.01000 l
2828.08000 2745.01000 l
2829.25000 2741.49000 l
2829.25000 2734.46000 l
2828.08000 2732.12000 l
2825.73000 2730.95000 l
2823.39000 2732.12000 l
2822.22000 2734.46000 l
f
2825.73000 2711.03000 m
2804.65000 2753.21000 l
2817.53000 2746.18000 2833.93000 2746.18000 2846.82000 2753.21000 c
2825.73000 2711.03000 l
f*
2386.42000 3114.03000 m
2781.22000 3114.03000 2845.65000 3048.42000 2823.39000 2958.22000 c
2811.67000 2916.04000 2781.22000 2866.84000 2386.42000 2866.84000 c
S
2825.73000 2988.68000 m
2825.73000 3000.39000 l
2825.73000 2996.88000 l
S
2825.73000 2964.08000 m
2804.65000 3007.42000 l
2817.53000 3000.39000 2833.93000 3000.39000 2846.82000 3007.42000 c
2825.73000 2964.08000 l
f*
2387.60000 3367.07000 m
2782.39000 3367.07000 2846.82000 3302.63000 2824.56000 3212.43000 c
2812.85000 3169.09000 2782.39000 3121.05000 2387.60000 3121.05000 c
S
2826.90000 3241.72000 m
2826.90000 3253.43000 l
2826.90000 3249.92000 l
S
2826.90000 3218.29000 m
2805.82000 3260.46000 l
2818.70000 3253.43000 2835.10000 3253.43000 2847.99000 3260.46000 c
2826.90000 3218.29000 l
f*
2386.42000 3621.28000 m
2781.22000 3621.28000 2845.65000 3555.68000 2823.39000 3465.47000 c
2811.67000 3423.30000 2781.22000 3374.10000 2386.42000 3374.10000 c
S
2825.73000 3494.76000 m
2825.73000 3507.65000 l
2825.73000 3504.13000 l
S
2825.73000 3471.33000 m
2804.65000 3514.67000 l
2817.53000 3507.65000 2833.93000 3507.65000 2846.82000 3514.67000 c
2825.73000 3471.33000 l
f*
2387.60000 3874.32000 m
2782.39000 3874.32000 2846.82000 3809.89000 2824.56000 3719.68000 c
2812.85000 3676.34000 2782.39000 3628.31000 2387.60000 3628.31000 c
S
2826.90000 3748.97000 m
2826.90000 3760.69000 l
2826.90000 3757.17000 l
S
2826.90000 3725.54000 m
2805.82000 3767.72000 l
2818.70000 3760.69000 2835.10000 3760.69000 2847.99000 3767.72000 c
2826.90000 3725.54000 l
f*
2387.60000 4128.53000 m
2782.39000 4128.53000 2846.82000 4062.93000 2824.56000 3972.73000 c
2812.85000 3930.55000 2782.39000 3881.35000 2387.60000 3881.35000 c
S
2826.90000 4002.01000 m
2826.90000 4014.90000 l
2826.90000 4011.38000 l
S
2826.90000 3978.58000 m
2805.82000 4021.93000 l
2818.70000 4014.90000 2835.10000 4014.90000 2847.99000 4021.93000 c
2826.90000 3978.58000 l
f*
2386.42000 4385.09000 m
2393.45000 4385.09000 l
2396.97000 4381.58000 l
2393.45000 4378.06000 l
2386.42000 4378.06000 l
2384.08000 4379.23000 l
2382.91000 4381.58000 l
2384.08000 4383.92000 l
2386.42000 4385.09000 l
h
2408.68000 4385.09000 m
2415.71000 4385.09000 l
2419.23000 4381.58000 l
2415.71000 4378.06000 l
2408.68000 4378.06000 l
2405.17000 4381.58000 l
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h
2430.94000 4385.09000 m
2437.97000 4385.09000 l
2441.48000 4381.58000 l
2437.97000 4378.06000 l
2429.77000 4378.06000 l
2426.26000 4381.58000 l
2430.94000 4385.09000 l
h
2452.03000 4385.09000 m
2460.23000 4385.09000 l
2463.74000 4380.40000 l
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h
2474.29000 4383.92000 m
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2484.83000 4380.40000 l
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2474.29000 4376.89000 l
2470.77000 4380.40000 l
2474.29000 4383.92000 l
h
2496.54000 4383.92000 m
2503.57000 4382.75000 l
2507.09000 4379.23000 l
2503.57000 4375.72000 l
2496.54000 4375.72000 l
2493.03000 4380.40000 l
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h
2518.80000 4382.75000 m
2525.83000 4382.75000 l
2529.35000 4378.06000 l
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2517.63000 4375.72000 l
2514.12000 4379.23000 l
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h
2539.89000 4381.58000 m
2548.09000 4380.40000 l
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2546.92000 4373.37000 l
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h
2562.15000 4380.40000 m
2569.18000 4379.23000 l
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2569.18000 4372.20000 l
2562.15000 4372.20000 l
2558.63000 4376.89000 l
2562.15000 4380.40000 l
h
2584.41000 4378.06000 m
2591.44000 4378.06000 l
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2591.44000 4369.86000 l
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h
2606.66000 4375.72000 m
2613.69000 4375.72000 l
2617.21000 4371.03000 l
2612.52000 4367.52000 l
2605.49000 4368.69000 l
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h
2627.75000 4373.37000 m
2634.78000 4372.20000 l
2638.29000 4368.69000 l
2634.78000 4365.17000 l
2626.58000 4366.35000 l
2624.24000 4369.86000 l
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h
2650.01000 4371.03000 m
2657.04000 4369.86000 l
2660.55000 4365.17000 l
2655.87000 4361.66000 l
2648.84000 4362.83000 l
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2650.01000 4371.03000 l
h
2672.27000 4367.52000 m
2679.30000 4365.17000 l
2681.64000 4361.66000 l
2678.13000 4358.15000 l
2669.92000 4359.32000 l
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2672.27000 4367.52000 l
h
2693.35000 4362.83000 m
2700.38000 4361.66000 l
2702.73000 4356.97000 l
2699.21000 4353.46000 l
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h
2714.44000 4358.15000 m
2721.47000 4355.80000 l
2722.64000 4355.80000 l
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2720.30000 4348.77000 l
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h
2736.70000 4351.12000 m
2743.73000 4348.77000 l
2744.90000 4344.09000 l
2740.21000 4341.74000 l
2734.36000 4344.09000 l
2732.01000 4348.77000 l
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h
2756.61000 4344.09000 m
2762.47000 4341.74000 l
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h
2777.70000 4334.72000 m
2783.56000 4331.20000 l
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2780.04000 4324.17000 l
2774.19000 4327.69000 l
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h
2796.45000 4321.83000 m
2801.13000 4318.31000 l
2802.30000 4317.14000 l
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2791.76000 4315.97000 l
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h
2812.85000 4306.60000 m
2814.02000 4305.43000 l
2817.53000 4300.74000 l
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2806.99000 4301.91000 l
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h
2824.56000 4286.68000 m
2826.90000 4283.17000 l
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2819.88000 4277.31000 l
2819.88000 4280.83000 l
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h
2830.42000 4264.43000 m
2830.42000 4257.40000 l
2826.90000 4253.88000 l
2823.39000 4257.40000 l
2823.39000 4264.43000 l
2825.73000 4267.94000 l
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h
2829.25000 4242.17000 m
2828.08000 4235.14000 l
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2821.05000 4236.31000 l
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h
2824.56000 4219.91000 m
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2817.53000 4222.25000 l
2822.22000 4224.60000 l
2824.56000 4219.91000 l
h
2815.19000 4198.82000 m
2812.85000 4196.48000 l
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2804.65000 4192.97000 l
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2806.99000 4199.99000 l
2809.33000 4203.51000 l
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h
2798.79000 4183.59000 m
2792.93000 4180.08000 l
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2788.24000 4184.77000 l
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h
2778.87000 4171.88000 m
2771.84000 4169.54000 l
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h
2757.79000 4163.68000 m
2750.76000 4161.34000 l
2746.07000 4163.68000 l
2748.41000 4168.36000 l
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h
2736.70000 4157.82000 m
2729.67000 4155.48000 l
2724.98000 4158.99000 l
2727.33000 4162.51000 l
2734.36000 4164.85000 l
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h
2714.44000 4153.14000 m
2707.41000 4150.79000 l
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2713.27000 4160.16000 l
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h
2693.35000 4148.45000 m
2686.33000 4147.28000 l
2681.64000 4150.79000 l
2685.15000 4155.48000 l
2692.18000 4155.48000 l
2695.70000 4153.14000 l
2693.35000 4148.45000 l
h
2671.10000 4146.11000 m
2664.07000 4144.93000 l
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2662.90000 4151.96000 l
2669.92000 4153.14000 l
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h
2650.01000 4142.59000 m
2641.81000 4142.59000 l
2638.29000 4144.93000 l
2641.81000 4149.62000 l
2648.84000 4149.62000 l
2652.35000 4147.28000 l
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h
2627.75000 4140.25000 m
2620.72000 4140.25000 l
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h
2605.49000 4139.08000 m
2598.46000 4137.91000 l
2594.95000 4141.42000 l
2597.29000 4144.93000 l
2605.49000 4146.11000 l
2609.01000 4142.59000 l
2605.49000 4139.08000 l
h
2583.23000 4136.73000 m
2576.21000 4136.73000 l
2572.69000 4140.25000 l
2576.21000 4143.76000 l
2583.23000 4144.93000 l
2586.75000 4141.42000 l
2583.23000 4136.73000 l
h
2562.15000 4135.56000 m
2553.95000 4135.56000 l
2550.43000 4139.08000 l
2553.95000 4142.59000 l
2560.98000 4142.59000 l
2565.66000 4139.08000 l
2562.15000 4135.56000 l
h
2539.89000 4134.39000 m
2532.86000 4134.39000 l
2528.17000 4137.91000 l
2531.69000 4141.42000 l
2539.89000 4141.42000 l
2543.40000 4139.08000 l
2539.89000 4134.39000 l
h
2517.63000 4133.22000 m
2510.60000 4133.22000 l
2507.09000 4136.73000 l
2510.60000 4141.42000 l
2517.63000 4141.42000 l
2521.15000 4137.91000 l
2517.63000 4133.22000 l
h
2495.37000 4133.22000 m
2488.34000 4133.22000 l
2484.83000 4136.73000 l
2488.34000 4140.25000 l
2495.37000 4140.25000 l
2498.89000 4136.73000 l
2495.37000 4133.22000 l
h
2474.29000 4132.05000 m
2466.09000 4132.05000 l
2462.57000 4135.56000 l
2466.09000 4140.25000 l
2473.11000 4140.25000 l
2477.80000 4136.73000 l
2474.29000 4132.05000 l
h
2452.03000 4132.05000 m
2445 4132.05000 l
2440.31000 4135.56000 l
2443.83000 4139.08000 l
2452.03000 4139.08000 l
2455.54000 4135.56000 l
2452.03000 4132.05000 l
h
2429.77000 4132.05000 m
2422.74000 4132.05000 l
2419.23000 4135.56000 l
2422.74000 4139.08000 l
2429.77000 4139.08000 l
2433.28000 4135.56000 l
2429.77000 4132.05000 l
h
2407.51000 4132.05000 m
2400.48000 4132.05000 l
2396.97000 4135.56000 l
2400.48000 4139.08000 l
2407.51000 4139.08000 l
2411.03000 4135.56000 l
2407.51000 4132.05000 l
f
2822.22000 4256.23000 m
2822.22000 4263.25000 l
2823.39000 4265.60000 l
2825.73000 4266.77000 l
2828.08000 4265.60000 l
2829.25000 4263.25000 l
2829.25000 4256.23000 l
2828.08000 4253.88000 l
2825.73000 4252.71000 l
2823.39000 4253.88000 l
2822.22000 4256.23000 l
f
2825.73000 4232.80000 m
2804.65000 4274.97000 l
2817.53000 4267.94000 2833.93000 4267.94000 2846.82000 4274.97000 c
2825.73000 4232.80000 l
f*
2385.25000 4635.79000 m
2780.04000 4635.79000 2844.48000 4570.18000 2822.22000 4479.98000 c
2810.50000 4437.81000 2780.04000 4388.60000 2385.25000 4388.60000 c
S
2824.56000 4509.27000 m
2824.56000 4522.15000 l
2824.56000 4518.64000 l
S
2824.56000 4485.84000 m
2803.47000 4529.18000 l
2816.36000 4522.15000 2832.76000 4522.15000 2845.65000 4529.18000 c
2824.56000 4485.84000 l
f*
2386.42000 4888.83000 m
2781.22000 4888.83000 2845.65000 4824.40000 2823.39000 4734.19000 c
2811.67000 4690.85000 2781.22000 4642.82000 2386.42000 4642.82000 c
S
2825.73000 4763.48000 m
2825.73000 4775.20000 l
2825.73000 4771.68000 l
S
2825.73000 4740.05000 m
2804.65000 4782.22000 l
2817.53000 4775.20000 2833.93000 4775.20000 2846.82000 4782.22000 c
2825.73000 4740.05000 l
f*
2386.42000 5143.04000 m
2781.22000 5143.04000 2845.65000 5077.44000 2823.39000 4987.23000 c
2811.67000 4945.06000 2781.22000 4895.86000 2386.42000 4895.86000 c
S
2825.73000 5016.52000 m
2825.73000 5028.24000 l
2825.73000 5025.89000 l
S
2825.73000 4993.09000 m
2804.65000 5035.27000 l
2817.53000 5029.41000 2833.93000 5029.41000 2846.82000 5035.27000 c
2825.73000 4993.09000 l
f*
2387.60000 5399.60000 m
2394.63000 5399.60000 l
2398.14000 5396.08000 l
2394.63000 5392.57000 l
2387.60000 5392.57000 l
2385.25000 5393.74000 l
2384.08000 5396.08000 l
2385.25000 5398.43000 l
2387.60000 5399.60000 l
h
2409.85000 5399.60000 m
2416.88000 5399.60000 l
2420.40000 5396.08000 l
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2430.94000 5399.60000 m
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2453.20000 5399.60000 m
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2497.72000 5398.43000 m
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2519.97000 5397.26000 m
2521.15000 5397.26000 l
2527 5396.08000 l
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2525.83000 5389.05000 l
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2515.29000 5393.74000 l
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h
2541.06000 5396.08000 m
2549.26000 5394.91000 l
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h
2563.32000 5393.74000 m
2570.35000 5393.74000 l
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h
2585.58000 5392.57000 m
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2607.84000 5390.23000 m
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2628.92000 5387.88000 m
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2651.18000 5384.37000 m
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2694.53000 5377.34000 m
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2715.61000 5371.48000 m
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2736.70000 5365.62000 m
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2757.79000 5358.60000 m
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2778.87000 5349.22000 m
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2797.62000 5336.34000 m
2802.30000 5332.82000 l
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2825.73000 5301.19000 m
2826.90000 5297.68000 l
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h
2831.59000 5278.93000 m
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2831.59000 5278.93000 l
h
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2825.73000 5234.42000 m
2825.73000 5232.08000 l
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h
2816.36000 5213.33000 m
2814.02000 5209.82000 l
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2816.36000 5213.33000 l
h
2798.79000 5196.93000 m
2794.10000 5193.42000 l
2792.93000 5193.42000 l
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h
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h
2758.96000 5178.19000 m
2751.93000 5175.84000 l
2747.24000 5178.19000 l
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h
2737.87000 5172.33000 m
2730.84000 5169.99000 l
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2728.50000 5177.02000 l
2735.53000 5179.36000 l
2740.21000 5177.02000 l
2737.87000 5172.33000 l
h
2715.61000 5167.64000 m
2708.58000 5165.30000 l
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2715.61000 5167.64000 l
h
2694.53000 5162.96000 m
2687.50000 5161.79000 l
2682.81000 5165.30000 l
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2693.35000 5169.99000 l
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2694.53000 5162.96000 l
h
2672.27000 5159.44000 m
2665.24000 5159.44000 l
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h
2650.01000 5157.10000 m
2642.98000 5155.93000 l
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2642.98000 5164.13000 l
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h
2628.92000 5154.76000 m
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2627.75000 5161.79000 l
2632.44000 5159.44000 l
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h
2606.66000 5153.59000 m
2599.64000 5152.41000 l
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2606.66000 5160.61000 l
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h
2584.41000 5151.24000 m
2577.38000 5151.24000 l
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2577.38000 5158.27000 l
2584.41000 5158.27000 l
2587.92000 5155.93000 l
2584.41000 5151.24000 l
h
2563.32000 5150.07000 m
2555.12000 5150.07000 l
2551.60000 5153.59000 l
2555.12000 5157.10000 l
2562.15000 5157.10000 l
2565.66000 5153.59000 l
2563.32000 5150.07000 l
h
2541.06000 5148.90000 m
2532.86000 5148.90000 l
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2539.89000 5155.93000 l
2544.58000 5152.41000 l
2541.06000 5148.90000 l
h
2518.80000 5147.73000 m
2511.77000 5147.73000 l
2508.26000 5151.24000 l
2511.77000 5154.76000 l
2518.80000 5155.93000 l
2522.32000 5152.41000 l
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h
2496.54000 5147.73000 m
2489.52000 5147.73000 l
2486 5151.24000 l
2489.52000 5154.76000 l
2496.54000 5154.76000 l
2500.06000 5151.24000 l
2496.54000 5147.73000 l
h
2474.29000 5146.56000 m
2467.26000 5146.56000 l
2463.74000 5150.07000 l
2467.26000 5153.59000 l
2473.11000 5154.76000 l
2474.29000 5154.76000 l
2478.97000 5151.24000 l
2474.29000 5146.56000 l
h
2453.20000 5146.56000 m
2445 5146.56000 l
2441.48000 5150.07000 l
2445 5153.59000 l
2453.20000 5153.59000 l
2456.71000 5150.07000 l
2453.20000 5146.56000 l
h
2430.94000 5146.56000 m
2423.91000 5146.56000 l
2420.40000 5150.07000 l
2423.91000 5153.59000 l
2430.94000 5153.59000 l
2434.46000 5150.07000 l
2430.94000 5146.56000 l
h
2408.68000 5146.56000 m
2401.65000 5146.56000 l
2398.14000 5150.07000 l
2401.65000 5153.59000 l
2408.68000 5153.59000 l
2412.20000 5150.07000 l
2408.68000 5146.56000 l
f
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f
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f*
2386.42000 5650.30000 m
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S
2825.73000 5523.78000 m
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S
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f*
2387.60000 5903.34000 m
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S
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S
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f*
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S
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S
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f*
0.99219 0.92188 0.86719 scn
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f
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S
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q
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ET
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ET
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ET
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2147.44000 5931.45000 480.30900 70.28910 re
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ET
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f
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ET
Q
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2147.44000 5678.41000 480.30900 70.28910 re
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ET
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f*
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S
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f
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ET
Q
0.93359 0.91797 0.94922 scn
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f
2146.27000 5424.20000 480.30900 70.28910 re
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ET
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f*
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S
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f*
0.92188 0.94531 0.87500 scn
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f
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2147.44000 5297.68000 480.30900 70.28910 re
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0 0 0 scn
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0.99953 0 0 1 221.65600 531.87700 Tm
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ET
Q
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f
2147.44000 5171.16000 480.30900 70.28910 re
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0.99953 0 0 1 225.05300 519.22500 Tm
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ET
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f*
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2387.60000 5400.77000 l
S
2387.60000 5367.97000 m
2408.68000 5411.31000 l
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2387.60000 5367.97000 l
f*
0.92188 0.94531 0.87500 scn
2146.27000 5044.64000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
2146.27000 5044.64000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 224.93600 506.57200 Tm
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ET
Q
0.92188 0.94531 0.87500 scn
2146.27000 4916.95000 480.30900 70.28130 re
f
2146.27000 4916.95000 480.30900 70.28130 re
S
0 0 0 scn
q
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BT
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/R65 4.92020 Tf
0.99953 0 0 1 224.93600 493.80300 Tm
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ET
Q
0 0 0 SCN
2386.42000 5044.64000 m
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S
2386.42000 4987.23000 m
2407.51000 5030.58000 l
2394.63000 5023.55000 2378.22000 5023.55000 2365.34000 5030.58000 c
2386.42000 4987.23000 l
f*
2386.42000 5171.16000 m
2386.42000 5146.56000 l
S
2386.42000 5114.93000 m
2407.51000 5157.10000 l
2394.63000 5150.07000 2378.22000 5150.07000 2365.34000 5157.10000 c
2386.42000 5114.93000 l
f*
0.92188 0.94531 0.87500 scn
2146.27000 4790.42000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
2146.27000 4790.42000 480.30900 70.28910 re
S
0 0 0 scn
q
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BT
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/R65 4.92020 Tf
0.99953 0 0 1 224.93600 481.15100 Tm
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ET
Q
0.92188 0.94531 0.87500 scn
2146.27000 4663.90000 480.30900 70.28910 re
f
2146.27000 4663.90000 480.30900 70.28910 re
S
0 0 0 scn
q
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BT
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/R65 4.92020 Tf
0.99953 0 0 1 224.93600 468.49900 Tm
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ET
Q
0 0 0 SCN
2386.42000 4790.42000 m
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S
2386.42000 4734.19000 m
2407.51000 4776.37000 l
2394.63000 4770.51000 2378.22000 4770.51000 2365.34000 4776.37000 c
2386.42000 4734.19000 l
f*
2386.42000 4916.95000 m
2386.42000 4893.52000 l
S
2386.42000 4860.71000 m
2407.51000 4904.06000 l
2394.63000 4897.03000 2378.22000 4897.03000 2365.34000 4904.06000 c
2386.42000 4860.71000 l
f*
0.92188 0.94531 0.87500 scn
2145.10000 4537.38000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
2145.10000 4537.38000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 224.81900 455.84700 Tm
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ET
Q
0.92188 0.94531 0.87500 scn
2145.10000 4409.69000 480.30900 70.28910 re
f
2145.10000 4409.69000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
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/R65 4.92020 Tf
0.99953 0 0 1 224.81900 443.07800 Tm
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ET
Q
0 0 0 SCN
2385.25000 4537.38000 m
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S
2385.25000 4479.98000 m
2406.34000 4523.33000 l
2393.45000 4516.30000 2377.05000 4516.30000 2364.17000 4523.33000 c
2385.25000 4479.98000 l
f*
2385.25000 4663.90000 m
2385.25000 4639.30000 l
S
2385.25000 4607.67000 m
2406.34000 4649.85000 l
2393.45000 4642.82000 2377.05000 4642.82000 2364.17000 4649.85000 c
2385.25000 4607.67000 l
f*
0.94922 0.86328 0.85547 scn
2146.27000 4283.17000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
2146.27000 4283.17000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 221.53900 430.42600 Tm
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ET
Q
0.94922 0.86328 0.85547 scn
2146.27000 4156.65000 480.30900 70.29300 re
f
2146.27000 4156.65000 480.30900 70.29300 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 224.93600 417.77400 Tm
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ET
Q
0 0 0 SCN
2386.42000 4283.17000 m
2386.42000 4259.74000 l
S
2386.42000 4226.94000 m
2407.51000 4270.28000 l
2394.63000 4263.25000 2378.22000 4263.25000 2365.34000 4270.28000 c
2386.42000 4226.94000 l
f*
2386.42000 4409.69000 m
2386.42000 4386.26000 l
S
2386.42000 4353.46000 m
2407.51000 4396.80000 l
2394.63000 4389.78000 2378.22000 4389.78000 2365.34000 4396.80000 c
2386.42000 4353.46000 l
f*
0.94922 0.86328 0.85547 scn
2147.44000 4030.13000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
2147.44000 4030.13000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 225.05300 405.12200 Tm
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ET
Q
0.94922 0.86328 0.85547 scn
2147.44000 3902.44000 480.30900 71.45700 re
f
2147.44000 3902.44000 480.30900 71.45700 re
S
0 0 0 scn
q
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BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 225.05300 392.35200 Tm
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ET
Q
0 0 0 SCN
2387.60000 4030.13000 m
2387.60000 4005.53000 l
S
2387.60000 3973.90000 m
2408.68000 4016.07000 l
2395.80000 4009.04000 2379.40000 4009.04000 2366.51000 4016.07000 c
2387.60000 3973.90000 l
f*
2387.60000 4156.65000 m
2387.60000 4132.05000 l
S
2387.60000 4100.42000 m
2408.68000 4142.59000 l
2395.80000 4136.73000 2379.40000 4136.73000 2366.51000 4142.59000 c
2387.60000 4100.42000 l
f*
0.94922 0.86328 0.85547 scn
2147.44000 3775.92000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
2147.44000 3775.92000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 225.05300 379.70000 Tm
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ET
Q
0.94922 0.86328 0.85547 scn
2147.44000 3649.40000 480.30900 70.28130 re
f
2147.44000 3649.40000 480.30900 70.28130 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 225.05300 367.04800 Tm
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ET
Q
0 0 0 SCN
2387.60000 3775.92000 m
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S
2387.60000 3719.68000 m
2408.68000 3763.03000 l
2395.80000 3756 2379.40000 3756 2366.51000 3763.03000 c
2387.60000 3719.68000 l
f*
2387.60000 3902.44000 m
2387.60000 3879.01000 l
S
2387.60000 3846.21000 m
2408.68000 3889.55000 l
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f*
0.94922 0.86328 0.85547 scn
2146.27000 3522.87000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
2146.27000 3522.87000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 224.93600 354.39600 Tm
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ET
Q
0.94922 0.86328 0.85547 scn
2146.27000 3395.18000 480.30900 71.46090 re
f
2146.27000 3395.18000 480.30900 71.46090 re
S
0 0 0 scn
q
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BT
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/R65 4.92020 Tf
0.99953 0 0 1 224.93600 341.62700 Tm
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ET
Q
0 0 0 SCN
2386.42000 3522.87000 m
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S
2386.42000 3466.64000 m
2407.51000 3508.82000 l
2394.63000 3501.79000 2378.22000 3501.79000 2365.34000 3508.82000 c
2386.42000 3466.64000 l
f*
2386.42000 3649.40000 m
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S
2386.42000 3593.16000 m
2407.51000 3635.34000 l
2394.63000 3629.48000 2378.22000 3629.48000 2365.34000 3635.34000 c
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f*
0.94922 0.86328 0.85547 scn
2147.44000 3268.66000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
2147.44000 3268.66000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 225.05300 328.97500 Tm
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ET
Q
0.94922 0.86328 0.85547 scn
2147.44000 3142.14000 480.30900 70.28910 re
f
2147.44000 3142.14000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 225.05300 316.32300 Tm
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ET
Q
0 0 0 SCN
2387.60000 3268.66000 m
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S
2387.60000 3212.43000 m
2408.68000 3255.78000 l
2395.80000 3248.75000 2379.40000 3248.75000 2366.51000 3255.78000 c
2387.60000 3212.43000 l
f*
2387.60000 3395.18000 m
2387.60000 3371.75000 l
S
2387.60000 3338.95000 m
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2395.80000 3375.27000 2379.40000 3375.27000 2366.51000 3382.30000 c
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f*
0.94922 0.86328 0.85547 scn
2146.27000 3015.62000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
2146.27000 3015.62000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 224.93600 303.67100 Tm
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ET
Q
0.94922 0.86328 0.85547 scn
2146.27000 2889.10000 480.30900 70.28910 re
f
2146.27000 2889.10000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 224.93600 291.01900 Tm
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ET
Q
0 0 0 SCN
2386.42000 3015.62000 m
2386.42000 2991.02000 l
S
2386.42000 2959.39000 m
2407.51000 3001.56000 l
2394.63000 2994.53000 2378.22000 2994.53000 2365.34000 3001.56000 c
2386.42000 2959.39000 l
f*
2386.42000 3142.14000 m
2386.42000 3118.71000 l
S
2386.42000 3085.91000 m
2407.51000 3128.08000 l
2394.63000 3122.23000 2378.22000 3122.23000 2365.34000 3128.08000 c
2386.42000 3085.91000 l
f*
0.91797 0.93750 0.96094 scn
2146.27000 2761.41000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
2146.27000 2761.41000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 221.53900 278.24900 Tm
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ET
Q
0.91797 0.93750 0.96094 scn
2146.27000 2634.89000 480.30900 70.28910 re
f
2146.27000 2634.89000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 224.93600 265.59700 Tm
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ET
Q
0 0 0 SCN
2386.42000 2761.41000 m
2386.42000 2737.98000 l
S
2386.42000 2705.18000 m
2407.51000 2748.52000 l
2394.63000 2741.49000 2378.22000 2741.49000 2365.34000 2748.52000 c
2386.42000 2705.18000 l
f*
2386.42000 2889.10000 m
2386.42000 2864.50000 l
S
2386.42000 2831.70000 m
2407.51000 2875.04000 l
2394.63000 2868.01000 2378.22000 2868.01000 2365.34000 2875.04000 c
2386.42000 2831.70000 l
f*
0.91797 0.93750 0.96094 scn
2145.10000 2508.37000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
2145.10000 2508.37000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 224.81900 252.94500 Tm
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ET
Q
0.91797 0.93750 0.96094 scn
2145.10000 2381.85000 480.30900 70.28910 re
f
2145.10000 2381.85000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
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/R65 4.92020 Tf
0.99953 0 0 1 224.81900 240.29300 Tm
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ET
Q
0 0 0 SCN
2385.25000 2508.37000 m
2385.25000 2483.76000 l
S
2385.25000 2452.14000 m
2406.34000 2494.31000 l
2393.45000 2487.28000 2377.05000 2487.28000 2364.17000 2494.31000 c
2385.25000 2452.14000 l
f*
2385.25000 2634.89000 m
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S
2385.25000 2578.66000 m
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f*
0.91797 0.93750 0.96094 scn
2146.27000 2254.15000 480.30900 70.29300 re
f
0.49805 0.49805 0.49805 SCN
2146.27000 2254.15000 480.30900 70.29300 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 224.93600 227.52400 Tm
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ET
Q
0.91797 0.93750 0.96094 scn
2146.27000 2127.63000 480.30900 70.28910 re
f
2146.27000 2127.63000 480.30900 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 224.93600 214.87200 Tm
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ET
Q
0 0 0 SCN
2386.42000 2254.15000 m
2386.42000 2230.72000 l
S
2386.42000 2197.92000 m
2407.51000 2241.27000 l
2394.63000 2234.24000 2378.22000 2234.24000 2365.34000 2241.27000 c
2386.42000 2197.92000 l
f*
2386.42000 2381.85000 m
2386.42000 2357.24000 l
S
2386.42000 2324.44000 m
2407.51000 2367.79000 l
2394.63000 2360.76000 2378.22000 2360.76000 2365.34000 2367.79000 c
2386.42000 2324.44000 l
f*
2388.77000 6312.19000 m
2388.77000 6287.59000 l
S
2388.77000 6255.96000 m
2409.85000 6298.13000 l
2396.97000 6292.27000 2380.57000 6292.27000 2367.68000 6298.13000 c
2388.77000 6255.96000 l
f*
2388.77000 2127.63000 m
2388.77000 2104.20000 l
S
2388.77000 2071.40000 m
2409.85000 2114.75000 l
2396.97000 2107.72000 2380.57000 2107.72000 2367.68000 2114.75000 c
2388.77000 2071.40000 l
f*
q
10 0 0 10 0 0 cm
BT
0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 230.09100 202.22000 Tm
[ <14> -0.43686 <08> -0.36240 <15> 23.48620 <04> -22.83590 <0e0606> 23.87340 <0f> 0.28297 ] TJ
ET
Q
2388.77000 2001.11000 m
2388.77000 1976.51000 l
S
2388.77000 1944.88000 m
2409.85000 1987.05000 l
2396.97000 1981.20000 2380.57000 1981.20000 2367.68000 1987.05000 c
2388.77000 1944.88000 l
f*
1 1 1 scn
2148.61000 1874.59000 480.30900 70.28910 re
f
0.49805 0.49805 0.49805 SCN
2148.61000 1874.59000 480.31300 70.28910 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00148 Tc
/R65 4.92020 Tf
0.99953 0 0 1 231.49600 189.56800 Tm
[ <16> -0.42693 <05> -0.28793 <04> 0.35743 <11> 0.48154 <17> 0.48650 <17> 0.48650 <17> 0.48650 ] TJ
ET
Q
0 0 0 SCN
2388.77000 6945.96000 m
2388.77000 6415.28000 l
S
2388.77000 6382.48000 m
2367.68000 6425.82000 l
2380.57000 6418.79000 2396.97000 6418.79000 2409.85000 6425.82000 c
2388.77000 6382.48000 l
f*
q
10 0 0 10 0 0 cm
BT
-0.11907 Tc
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[ (\030) 0.28297 (\031) -23.92310 <14> -24.92590 <15> -1.01769 (\032) 0.48650 ] TJ
-0.00078 Tc
/R67 7.84900 Tf
0.99954 0 0 1 212.40100 708.18600 Tm
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ET
Q
0.13745 0.12280 0.12598 scn
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10 0 0 10 0 0 cm
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/R12 8.96640 Tf
203.59800 0 Td
(Left) Tj
/R14 8.96640 Tf
15.93360 0 Td
[ (\072) -364.98300 (the) ] TJ
-219.53100 -10.95860 Td
[ (V) 15.02050 (GG\05519) -356.00700 (model) -357.02000 (\13340\135) -356.00200 (\05019\0566) -356.01000 (billion) -356.98300 (FLOPs\051) -356.00600 (as) -355.98700 (a) -356.99400 (reference\056) ] TJ
/R12 8.96640 Tf
217.32200 0 Td
(Mid\055) Tj
-217.32200 -10.95900 Td
(dle) Tj
/R14 8.96640 Tf
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/R12 8.96640 Tf
-11.45900 -10.95860 Td
(Right) Tj
/R14 8.96640 Tf
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-21.41990 -10.95860 Td
[ (FLOPs\051\056) -296.90900 (The) -210.00900 (dotted) -209.98700 (shortcuts) -210.82000 (increase) -209.88700 (dimensions\056) ] TJ
/R12 8.96640 Tf
184.70500 0 Td
[ (T) 91.98020 (able) -210.02100 (1) ] TJ
/R14 8.96640 Tf
29.35350 0 Td
[ (sho) 25.00930 (ws) ] TJ
-214.05900 -10.95780 Td
[ (more) -249.91600 (details) -249.89700 (and) -249.99700 (other) -249.91600 (v) 25.00660 (ariants\056) ] TJ
/R12 9.96260 Tf
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[ (Residual) -276.02000 (Netw) 10.11350 (ork\056) ] TJ
/R14 9.96260 Tf
83.15270 0 Td
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-83.15270 -11.95510 Td
[ (insert) -411.01200 (shortcut) -410.88500 (connections) -409.89700 (\050Fig\056) -411.00500 (3\054) -451.01300 (right\051) -411.01000 (which) -411.01500 (turn) -411.01500 (the) ] TJ
11.95550 TL
T*
[ (netw) 10.00810 (ork) -320.01800 (into) -318.98100 (its) -319.88800 (counterpart) -318.99100 (residual) -320.00500 (v) 14.98280 (ersion\056) -518.01200 (The) -319.98100 (identity) ] TJ
T*
[ (shortcuts) -255.88400 (\050Eqn\056\0501\051\051) -255.00900 (can) -255.99900 (be) -255.99600 (directly) -256.01600 (used) -255.00600 (when) -255.98700 (the) -255.98700 (input) -256.00600 (and) ] TJ
T*
[ (output) -344.88900 (are) -345.01300 (of) -344.99900 (the) -344.01400 (same) -344.99100 (dimensions) -344.98700 (\050solid) -345.01100 (line) -344.98700 (shortcuts) -345.00600 (in) ] TJ
T*
[ (Fig\056) -195.89900 (3\051\056) -291.00500 (When) -196 (the) -196 (dimensions) -195.01200 (increase) -196.00700 (\050dotted) -195.00700 (line) -195.99200 (shortcuts) ] TJ
T*
[ (in) -318.99300 (Fig\056) -319.01500 (3\051\054) -336.01700 (we) -319.00800 (consider) -318.98800 (tw) 10.00810 (o) -319 (options\072) -447.99400 (\050A\051) -319.01000 (The) -319 (shortcut) -319.01500 (still) ] TJ
T*
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T*
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T*
[ (parameter\073) -244.89300 (\050B\051) -243.01100 (The) -242.89600 (projection) -242.98900 (shortcut) -242.91000 (in) -243.98900 (Eqn\056\0502\051) -243.00400 (is) -243.00400 (used) -243.00800 (to) ] TJ
T*
[ (match) -362.00300 (dimensions) -361.88600 (\050done) -361.89300 (by) -360.98900 (1) ] TJ
/R16 9.96260 Tf
121.78800 0 Td
(\327) Tj
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[ (1) -362.01300 (con) 39.99820 (v) 20.00160 (olutions\051\056) -646 (F) 14.99260 (or) -361.00300 (both) ] TJ
-129.53600 -11.95590 Td
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11.95630 TL
T*
[ (sizes\054) -249.98500 (the) 14.98520 (y) -249.99300 (are) -250.01000 (performed) -249.98800 (with) -250.01200 (a) -250.00200 (stride) -250.01700 (of) -249.99700 (2\056) ] TJ
/R12 10.95890 Tf
19.12460 TL
T*
[ (3\0564\056) -250.00400 (Implementation) ] TJ
/R14 9.96260 Tf
11.95510 -17.93280 Td
[ (Our) -368.01200 (implementation) -368.89200 (for) -368.01700 (ImageNet) -368.00700 (follo) 25.11350 (ws) -368.00700 (the) -368.98700 (practice) ] TJ
-11.95550 -11.95510 Td
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11.95510 TL
T*
[ (domly) -359.98400 (sampled) -359.99100 (in) ] TJ
0.00199 Tc
/R39 9.96260 Tf
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(\133256) Tj
0 Tc
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(\054) Tj
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(480\135) Tj
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-120.62700 -11.95510 Td
[ (A) -249.01500 (224) ] TJ
/R16 9.96260 Tf
24.62190 0 Td
(\327) Tj
/R14 9.96260 Tf
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-32.37030 -11.95630 Td
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11.95630 TL
T*
[ (standard) -205.00700 (color) -204.89700 (augmentation) -205.88200 (in) -205.01500 (\13321\135) -204.98000 (is) -205.01000 (used\056) -294.99500 (W) 79.98660 (e) -204.99000 (adopt) -205.98500 (batch) ] TJ
11.95510 TL
T*
[ (normalization) -388.91100 (\050BN\051) -388.90600 (\13316\135) -388.99100 (right) -389.01400 (after) -389.00400 (each) -389.00400 (con) 39.99820 (v) 20.00160 (olution) -388.99400 (and) ] TJ
T*
[ (before) -281.01700 (acti) 24.98110 (v) 24.98110 (ation\054) -288.00800 (follo) 24.99830 (wing) -280.99200 (\13316\135\056) -402.00600 (W) 79.98660 (e) -281.01700 (initialize) -281.01700 (the) -281.00200 (weights) ] TJ
T*
[ (as) -267.99200 (in) -267.00200 (\13312\135) -267.99200 (and) -267.00900 (train) -267.98200 (all) -267.00400 (plain\057residual) -267.99000 (nets) -267 (from) -267.98500 (scratch\056) -362.99300 (W) 79.98660 (e) ] TJ
T*
[ (use) -316.01800 (SGD) -316.98600 (with) -315.88600 (a) -317.01100 (mini\055batch) -317.00600 (size) -315.98200 (of) -317.00600 (256\056) -508.99300 (The) -315.98200 (learning) -316.98600 (rate) ] TJ
11.95630 TL
T*
[ (starts) -223.98200 (from) -223.99200 (0\0561) -223.91100 (and) -223.99700 (is) -223.99000 (di) 24.98850 (vided) -223.98200 (by) -223.99200 (10) -225.01100 (when) -223.99200 (the) -223.99200 (error) -224.01200 (plateaus\054) ] TJ
11.95510 TL
T*
[ (and) -231.99600 (the) -233.01300 (models) -231.89000 (are) -232.99300 (trained) -231.90700 (for) -232.98100 (up) -231.99100 (to) ] TJ
/R39 9.96260 Tf
143.02700 0 Td
(60) Tj
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(\327) Tj
/R39 9.96260 Tf
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(10) Tj
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(4) Tj
/R14 9.96260 Tf
6.78516 -3.61602 Td
[ (iterations\056) -303.91500 (W) 79.98660 (e) ] TJ
0.00100 Tc
-180.61800 -11.95510 Td
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0 Tc
T*
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11.95510 -11.95510 Td
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-11.95510 -11.95630 Td
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11.95590 TL
T*
[ (con) 40.11590 (v) 20.00160 (olutional) -364.99300 (form) -364.98800 (as) -364.99500 (in) -364.98600 (\13340\054) -364.98800 (12\135\054) -394.00300 (and) -364.99300 (a) 19.99180 (v) 14.98280 (erage) -365.00800 (the) -364.98800 (scores) ] TJ
T*
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11.95510 TL
T*
[ (side) -249.90400 (is) -249.98500 (in) ] TJ
/R16 9.96260 Tf
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(\173) Tj
/R39 9.96260 Tf
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(\175) Tj
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(\051\056) Tj
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-140.31200 -23.10900 Td
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/R12 10.95890 Tf
18.93010 TL
T*
[ (4\0561\056) -250.00400 (ImageNet) -250.00400 (Classi\223cation) ] TJ
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11.95630 TL
T*
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11.95510 TL
T*
[ (ated) -339 (on) -338.99200 (the) -338.99500 (50k) -338.98800 (v) 24.98110 (alidation) -337.98800 (images\056) -577.01600 (W) 79.98660 (e) -339.00700 (also) -338.98800 (obtain) -339.01700 (a) -339.00700 (\223nal) ] TJ
T*
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T*
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/R12 9.96260 Tf
17.93280 TL
T*
[ (Plain) -370.01900 (Netw) 10.11350 (orks\056) ] TJ
/R14 9.96260 Tf
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11.95510 TL
T*
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T*
[ (tailed) -250.02000 (architectures\056) ] TJ
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-11.95550 -11.95510 Td
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T*
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T*
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T*
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3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (3\054) -250.01000 (256) ] TJ
-8.25977 -7.88594 Td
(3) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (3\054) -250.01000 (256) ] TJ
/R76 6.46400 Tf
19.39220 13.14770 Td
<03> Tj
/R16 6.46400 Tf
3.41133 -9.11484 Td
(\327) Tj
/R14 6.46400 Tf
5.02734 0 Td
(2) Tj
ET
Q
2425.66000 6333.81000 m
2425.66000 6419.13000 l
S
q
10 0 0 10 0 0 cm
BT
/R76 6.46400 Tf
1 0 0 1 244.63500 636.61300 Tm
<02> Tj
/R14 6.46400 Tf
6.64336 -5.26172 Td
(3) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02734 0 Td
[ (3\054) -250.01000 (256) ] TJ
-8.25938 -7.88594 Td
(3) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02734 0 Td
[ (3\054) -250.01000 (256) ] TJ
/R76 6.46400 Tf
19.39260 13.14770 Td
<03> Tj
/R16 6.46400 Tf
3.41094 -9.11484 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
(6) Tj
ET
Q
2942.87000 6333.81000 m
2942.87000 6419.13000 l
S
q
10 0 0 10 0 0 cm
BT
/R76 6.46400 Tf
1 0 0 1 296.35500 640.49100 Tm
<04> Tj
11.63520 TL
<05> '
/R14 6.46400 Tf
9.15703 6.43828 Td
(1) Tj
/R16 6.46400 Tf
3.23164 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (1\054) -250.01000 (256) ] TJ
-8.25938 -7.88633 Td
(3) Tj
/R16 6.46400 Tf
3.23164 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (3\054) -250.01000 (256) ] TJ
-9.87539 -7.88594 Td
(1) Tj
/R16 6.46400 Tf
3.23164 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (1\054) -250.01000 (1024) ] TJ
/R76 6.46400 Tf
22.62420 20.96840 Td
<06> Tj
<07> '
/R16 6.46400 Tf
4.31016 -1.35781 Td
(\327) Tj
/R14 6.46400 Tf
5.02695 0 Td
(6) Tj
ET
Q
3510.34000 6333.81000 m
3510.34000 6419.13000 l
S
q
10 0 0 10 0 0 cm
BT
/R76 6.46400 Tf
1 0 0 1 353.10200 640.49100 Tm
<04> Tj
11.63520 TL
<05> '
/R14 6.46400 Tf
9.15703 6.43828 Td
(1) Tj
/R16 6.46400 Tf
3.23320 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (1\054) -250.01000 (256) ] TJ
-8.26094 -7.88633 Td
(3) Tj
/R16 6.46400 Tf
3.23320 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (3\054) -250.01000 (256) ] TJ
-9.87578 -7.88594 Td
(1) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02695 0 Td
[ (1\054) -250.01000 (1024) ] TJ
/R76 6.46400 Tf
22.62420 20.96840 Td
<06> Tj
<07> '
/R16 6.46400 Tf
4.31016 -1.35781 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
(23) Tj
ET
Q
4110.13000 6333.81000 m
4110.13000 6419.13000 l
S
q
10 0 0 10 0 0 cm
BT
/R76 6.46400 Tf
1 0 0 1 413.08100 640.49100 Tm
<04> Tj
11.63520 TL
<05> '
/R14 6.46400 Tf
9.15820 6.43828 Td
(1) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (1\054) -250.01000 (256) ] TJ
-8.25977 -7.88633 Td
(3) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (3\054) -250.01000 (256) ] TJ
-9.87578 -7.88594 Td
(1) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (1\054) -250.01000 (1024) ] TJ
/R76 6.46400 Tf
22.62420 20.96840 Td
<06> Tj
<07> '
/R16 6.46400 Tf
4.30898 -1.35781 Td
(\327) Tj
/R14 6.46400 Tf
5.02734 0 Td
(36) Tj
ET
Q
1585.20000 6248.48000 m
1585.20000 6333.81000 l
S
1908.47000 6248.48000 m
1908.47000 6333.81000 l
S
2425.66000 6248.48000 m
2425.66000 6333.81000 l
S
2942.87000 6248.48000 m
2942.87000 6333.81000 l
S
3510.34000 6248.48000 m
3510.34000 6333.81000 l
S
4110.13000 6248.48000 m
4110.13000 6333.81000 l
S
1585.20000 6163.16000 m
1585.20000 6248.48000 l
S
1908.47000 6163.16000 m
1908.47000 6248.48000 l
S
2425.66000 6163.16000 m
2425.66000 6248.48000 l
S
2942.87000 6163.16000 m
2942.87000 6248.48000 l
S
3510.34000 6163.16000 m
3510.34000 6248.48000 l
S
4110.13000 6163.16000 m
4110.13000 6248.48000 l
S
1259.74000 6161.86000 m
4692.47000 6161.86000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 6.46400 Tf
1 0 0 1 131.63300 601.70700 Tm
[ (con) 39.89000 (v5) ] TJ
ET
Q
1475.61000 6018.36000 m
1495 6018.36000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 6.46400 Tf
1 0 0 1 149.50000 601.70700 Tm
(x) Tj
ET
Q
1585.20000 6075.24000 m
1585.20000 6160.57000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 6.46400 Tf
1 0 0 1 168.93800 601.70700 Tm
(7) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02695 0 Td
(7) Tj
ET
Q
1908.47000 6075.24000 m
1908.47000 6160.57000 l
S
q
10 0 0 10 0 0 cm
BT
/R76 6.46400 Tf
1 0 0 1 192.91500 610.75700 Tm
<02> Tj
/R14 6.46400 Tf
6.64375 -5.26172 Td
(3) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (3\054) -250.01000 (512) ] TJ
-8.25977 -7.88594 Td
(3) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (3\054) -250.01000 (512) ] TJ
/R76 6.46400 Tf
19.39220 13.14770 Td
<03> Tj
/R16 6.46400 Tf
3.41133 -9.11484 Td
(\327) Tj
/R14 6.46400 Tf
5.02734 0 Td
(2) Tj
ET
Q
2425.66000 6075.24000 m
2425.66000 6160.57000 l
S
q
10 0 0 10 0 0 cm
BT
/R76 6.46400 Tf
1 0 0 1 244.63500 610.75700 Tm
<02> Tj
/R14 6.46400 Tf
6.64336 -5.26172 Td
(3) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02734 0 Td
[ (3\054) -250.01000 (512) ] TJ
-8.25938 -7.88594 Td
(3) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02734 0 Td
[ (3\054) -250.01000 (512) ] TJ
/R76 6.46400 Tf
19.39260 13.14770 Td
<03> Tj
/R16 6.46400 Tf
3.41094 -9.11484 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
(3) Tj
ET
Q
2942.87000 6075.24000 m
2942.87000 6160.57000 l
S
q
10 0 0 10 0 0 cm
BT
/R76 6.46400 Tf
1 0 0 1 296.35500 614.63500 Tm
<04> Tj
11.63520 TL
<05> '
/R14 6.46400 Tf
9.15703 6.43789 Td
(1) Tj
/R16 6.46400 Tf
3.23164 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (1\054) -250.01000 (512) ] TJ
-8.25938 -7.88594 Td
(3) Tj
/R16 6.46400 Tf
3.23164 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (3\054) -250.01000 (512) ] TJ
-9.87539 -7.88633 Td
(1) Tj
/R16 6.46400 Tf
3.23164 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (1\054) -250.01000 (2048) ] TJ
/R76 6.46400 Tf
22.62420 20.96880 Td
<06> Tj
<07> '
/R16 6.46400 Tf
4.31016 -1.35820 Td
(\327) Tj
/R14 6.46400 Tf
5.02695 0 Td
(3) Tj
ET
Q
3510.34000 6075.24000 m
3510.34000 6160.57000 l
S
q
10 0 0 10 0 0 cm
BT
/R76 6.46400 Tf
1 0 0 1 354.71800 614.63500 Tm
<04> Tj
11.63520 TL
<05> '
/R14 6.46400 Tf
9.15820 6.43789 Td
(1) Tj
/R16 6.46400 Tf
3.23086 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (1\054) -250.01000 (512) ] TJ
-8.25938 -7.88594 Td
(3) Tj
/R16 6.46400 Tf
3.23086 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (3\054) -250.01000 (512) ] TJ
-9.87578 -7.88633 Td
(1) Tj
/R16 6.46400 Tf
3.23320 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02734 0 Td
[ (1\054) -250.01000 (2048) ] TJ
/R76 6.46400 Tf
22.62460 20.96880 Td
<06> Tj
<07> '
/R16 6.46400 Tf
4.30820 -1.35820 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
(3) Tj
ET
Q
4110.13000 6075.24000 m
4110.13000 6160.57000 l
S
q
10 0 0 10 0 0 cm
BT
/R76 6.46400 Tf
1 0 0 1 414.69800 614.63500 Tm
<04> Tj
11.63520 TL
<05> '
/R14 6.46400 Tf
9.15703 6.43789 Td
(1) Tj
/R16 6.46400 Tf
3.23164 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02734 0 Td
[ (1\054) -250.01000 (512) ] TJ
-8.25898 -7.88594 Td
(3) Tj
/R16 6.46400 Tf
3.23164 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02734 0 Td
[ (3\054) -250.01000 (512) ] TJ
-9.87539 -7.88633 Td
(1) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02773 0 Td
[ (1\054) -250.01000 (2048) ] TJ
/R76 6.46400 Tf
22.62420 20.96880 Td
<06> Tj
<07> '
/R16 6.46400 Tf
4.30898 -1.35820 Td
(\327) Tj
/R14 6.46400 Tf
5.02734 0 Td
(3) Tj
ET
Q
1585.20000 5989.92000 m
1585.20000 6075.25000 l
S
1908.47000 5989.92000 m
1908.47000 6075.25000 l
S
2425.66000 5989.92000 m
2425.66000 6075.25000 l
S
2942.87000 5989.92000 m
2942.87000 6075.25000 l
S
3510.34000 5989.92000 m
3510.34000 6075.25000 l
S
4110.13000 5989.92000 m
4110.13000 6075.25000 l
S
1585.20000 5904.59000 m
1585.20000 5989.92000 l
S
1908.47000 5904.59000 m
1908.47000 5989.92000 l
S
2425.66000 5904.59000 m
2425.66000 5989.92000 l
S
2942.87000 5904.59000 m
2942.87000 5989.92000 l
S
3510.34000 5904.59000 m
3510.34000 5989.92000 l
S
4110.13000 5904.59000 m
4110.13000 5989.92000 l
S
1259.74000 5903.30000 m
4692.47000 5903.30000 l
S
1585.20000 5816.68000 m
1585.20000 5902.01000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 6.46400 Tf
1 0 0 1 168.93800 584.22800 Tm
(1) Tj
/R16 6.46400 Tf
3.23203 0 Td
(\327) Tj
/R14 6.46400 Tf
5.02695 0 Td
(1) Tj
ET
Q
1908.47000 5816.68000 m
1908.47000 5902.01000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 6.46400 Tf
1 0 0 1 287.50100 584.22800 Tm
[ (a) 20.01770 (v) 14.98310 (erage) -249.99900 (pool\054) -250.00200 (1000\055d) -250.00200 (fc\054) -250.02500 (softmax) ] TJ
ET
Q
1259.74000 5815.39000 m
4692.47000 5815.39000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 6.46400 Tf
1 0 0 1 149.18700 575.43700 Tm
(FLOPs) Tj
ET
Q
1908.47000 5728.77000 m
1908.47000 5814.10000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 6.46400 Tf
1 0 0 1 205.47100 575.43700 Tm
(1\0568) Tj
/R16 6.46400 Tf
8.08008 0 Td
(\327) Tj
/R39 6.46400 Tf
5.02695 0 Td
(10) Tj
/R57 4.52480 Tf
6.46484 2.34492 Td
(9) Tj
ET
Q
2425.66000 5728.77000 m
2425.66000 5814.10000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 6.46400 Tf
1 0 0 1 257.19000 575.43700 Tm
(3\0566) Tj
/R16 6.46400 Tf
8.08086 0 Td
(\327) Tj
/R39 6.46400 Tf
5.02773 0 Td
(10) Tj
/R57 4.52480 Tf
6.46367 2.34492 Td
(9) Tj
ET
Q
2942.87000 5728.77000 m
2942.87000 5814.10000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 6.46400 Tf
1 0 0 1 311.42400 575.43700 Tm
(3\0568) Tj
/R16 6.46400 Tf
8.07969 0 Td
(\327) Tj
/R39 6.46400 Tf
5.02773 0 Td
(10) Tj
/R57 4.52480 Tf
6.46445 2.34492 Td
(9) Tj
ET
Q
3510.34000 5728.77000 m
3510.34000 5814.10000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 6.46400 Tf
1 0 0 1 369.78800 575.43700 Tm
(7\0566) Tj
/R16 6.46400 Tf
8.08008 0 Td
(\327) Tj
/R39 6.46400 Tf
5.02695 0 Td
(10) Tj
/R57 4.52480 Tf
6.46406 2.34492 Td
(9) Tj
ET
Q
4110.13000 5728.77000 m
4110.13000 5814.10000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 6.46400 Tf
1 0 0 1 427.34300 575.43700 Tm
(11\0563) Tj
/R16 6.46400 Tf
11.31210 0 Td
(\327) Tj
/R39 6.46400 Tf
5.02695 0 Td
(10) Tj
/R57 4.52480 Tf
6.46484 2.34492 Td
(9) Tj
ET
Q
1259.74000 5727.47000 m
4692.47000 5727.47000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 50.11210 560.52500 Tm
[ (T) 79.98130 (able) -263.99100 (1\056) -263.98500 (Architectures) -264.00100 (for) -264.99300 (ImageNet\056) -352.00600 (Building) -264.01200 (blocks) -264.01200 (are) -264.01500 (sho) 25.00930 (wn) -265.01900 (in) -263.99800 (brack) 10.01190 (ets) -264.01200 (\050see) -264.00900 (also) -264.01200 (Fig\056) -264.00100 (5\051\054) -268.00600 (with) -263.99800 (the) -264.01700 (numbers) -263.98500 (of) -264.98100 (blocks) -264.01200 (stack) 9.99826 (ed\056) -352.00900 (Do) 24.99570 (wn\055) ] TJ
10.95860 TL
T*
[ (sampling) -249.88000 (is) -250.00800 (performed) -250.00700 (by) -249.97800 (con) 40.01760 (v3) ] TJ
ET
Q
3.98000 w
1663.42000 5497.66000 m
1690.32000 5497.66000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 169.03200 549.56600 Tm
[ (1\054) -250 (con) 40.01760 (v4) ] TJ
ET
Q
2000.92000 5497.66000 m
2027.82000 5497.66000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 202.78200 549.56600 Tm
[ (1\054) -250 (and) -249.99700 (con) 40.01760 (v5) ] TJ
ET
Q
2490.30000 5497.66000 m
2517.20000 5497.66000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 251.72000 549.56600 Tm
[ (1) -249.97800 (with) -250.01400 (a) -249.99700 (stride) -249.98900 (of) -249.99200 (2\056) ] TJ
ET
Q
1 1 1 scn
847.62100 4023.71000 2226.94000 1382.28000 re
f
1020 4187.20000 1829.76000 1200.98000 re
f
/R23 gs
1.57000 w
1 J
1 j
1 1 1 SCN
1020 4187.20000 1829.76000 1200.98000 re
S
[ 37.72700 37.72700 37.72700 37.72700 37.72700 37.72700 37.72700 37.72700 ] 0 d
0 0 0 SCN
1020 4187.20000 m
2849.77000 4187.20000 l
S
0 0 0 scn
2849.77000 4184.05000 1.57031 1.57813 re
f
2849.77000 4187.20000 m
2849.77000 4187.20000 l
S
2849.77000 4184.05000 1.57031 1.57813 re
f
1020 4468.58000 m
2849.77000 4468.58000 l
S
2849.77000 4465.44000 1.57031 1.56641 re
f
2849.77000 4468.58000 m
2849.77000 4468.58000 l
S
2849.77000 4465.44000 1.57031 1.56641 re
f
1020 4746.82000 m
2849.77000 4746.82000 l
S
2849.77000 4743.67000 1.57031 1.57813 re
f
2849.77000 4746.82000 m
2849.77000 4746.82000 l
S
2849.77000 4743.67000 1.57031 1.57813 re
f
1020 5026.63000 m
2849.77000 5026.63000 l
S
2849.77000 5025.06000 1.57031 1.57031 re
f
2849.77000 5026.63000 m
2849.77000 5026.63000 l
S
2849.77000 5025.06000 1.57031 1.57031 re
f
1020 5304.86000 m
2849.77000 5304.86000 l
S
2849.77000 5303.29000 1.57031 1.57031 re
f
2849.77000 5304.86000 m
2849.77000 5304.86000 l
S
2849.77000 5303.29000 1.57031 1.57031 re
f
[ ] 0 d
1020 4187.20000 m
2849.76000 4187.20000 l
S
2849.77000 4184.05000 1.57031 1.57813 re
f
1020 4187.20000 m
1020 5388.18000 l
S
1020 5386.61000 1.57031 1.57031 re
f
1020 4187.20000 m
1020 4206.06000 l
S
1020 4202.92000 1.57031 1.57031 re
f
q
10 0 0 10 0 0 cm
BT
/R24 6.90380 Tf
0.99962 0 0 1 100.42800 411.64600 Tm
(0) Tj
ET
Q
1353.26000 4187.20000 m
1353.26000 4206.06000 l
S
1354.83000 4202.92000 1.56641 1.57031 re
f
q
10 0 0 10 0 0 cm
BT
-0.14981 Tc
/R24 6.90380 Tf
0.99962 0 0 1 132.02400 411.64600 Tm
(10) Tj
ET
Q
1684.94000 4187.20000 m
1684.94000 4206.06000 l
S
1684.94000 4202.92000 1.57031 1.57031 re
f
q
10 0 0 10 0 0 cm
BT
0.00759 Tc
/R24 6.90380 Tf
0.99962 0 0 1 165.03600 411.64600 Tm
(20) Tj
ET
Q
2018.20000 4187.20000 m
2018.20000 4206.06000 l
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2019.77000 4202.92000 1.57031 1.57031 re
f
q
10 0 0 10 0 0 cm
BT
0.00759 Tc
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0.99962 0 0 1 198.51900 411.64600 Tm
(30) Tj
ET
Q
2349.88000 4187.20000 m
2349.88000 4206.06000 l
S
2349.88000 4202.92000 1.57031 1.57031 re
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q
10 0 0 10 0 0 cm
BT
0.00759 Tc
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0.99962 0 0 1 231.53000 411.64600 Tm
(40) Tj
ET
Q
2681.56000 4187.20000 m
2681.56000 4206.06000 l
S
2681.56000 4202.92000 1.58203 1.57031 re
f
q
10 0 0 10 0 0 cm
BT
0.00759 Tc
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0.99962 0 0 1 264.69800 411.64600 Tm
(50) Tj
ET
Q
1020 4187.20000 m
1037.29000 4187.20000 l
S
1038.86000 4184.05000 1.57031 1.57813 re
f
q
10 0 0 10 0 0 cm
BT
0.00759 Tc
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0.99962 0 0 1 94.45470 416.20500 Tm
(20) Tj
ET
Q
1020 4468.58000 m
1037.29000 4468.58000 l
S
1038.86000 4465.44000 1.57031 1.56641 re
f
q
10 0 0 10 0 0 cm
BT
0.00759 Tc
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0.99962 0 0 1 94.45470 444.34300 Tm
(30) Tj
ET
Q
1020 4746.82000 m
1037.29000 4746.82000 l
S
1038.86000 4743.67000 1.57031 1.57813 re
f
q
10 0 0 10 0 0 cm
BT
0.00759 Tc
/R24 6.90380 Tf
0.99962 0 0 1 94.45470 472.16700 Tm
(40) Tj
ET
Q
1020 5026.63000 m
1037.29000 5026.63000 l
S
1038.86000 5025.06000 1.57031 1.57031 re
f
q
10 0 0 10 0 0 cm
BT
0.00759 Tc
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0.99962 0 0 1 94.45470 500.30500 Tm
(50) Tj
ET
Q
1020 5304.86000 m
1037.29000 5304.86000 l
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1038.86000 5303.29000 1.57031 1.57031 re
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q
10 0 0 10 0 0 cm
BT
0.00759 Tc
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0.99962 0 0 1 94.45470 528.12900 Tm
(60) Tj
ET
Q
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1098.60000 4465.44000 1752.74000 922.73800 re
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n
0 1 1 SCN
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(27\05688) Tj
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ET
Q
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q
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(28\05654) Tj
ET
Q
2004.39000 3120.83000 m
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q
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[ (34\055layer) -249.91200 (one\056) ] TJ
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11.95510 TL
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11.95630 TL
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11.95510 TL
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/R14 8.96640 Tf
38.85120 0 Td
[ (\056) -508.99700 (The) -317.00700 (top\0555) -315.98500 (error) -317.00100 (is) -316.01000 (on) -316.98200 (the) ] TJ
-139.05700 -10.95860 Td
[ (test) -250.01900 (set) -249.98400 (of) -249.99300 (ImageNet) -249.99700 (and) -249.99700 (reported) -249.99200 (by) -249.97800 (the) -249.98800 (test) -250.01900 (serv) 15 (er) 54.99050 (\056) ] TJ
/R14 9.96260 Tf
34.72150 TL
T*
[ (ResNet) -248.99600 (reduces) -249.91900 (the) -249.01000 (top\0551) -248.99900 (error) -248.98700 (by) -249.98800 (3\0565\045) -249.00300 (\050T) 79.98660 (able) -248.89700 (2\051\054) -249.99300 (resulting) ] TJ
11.95510 TL
T*
[ (from) -227.99100 (the) -227.99300 (successfully) -227.89100 (reduced) -227.88500 (training) -227.89300 (error) -228.01100 (\050Fig\056) -228.01300 (4) -227.91800 (right) ] TJ
/R18 9.96260 Tf
225.46100 0 Td
(vs) Tj
/R14 9.96260 Tf
8.29766 0 Td
(\056) Tj
-233.75900 -11.95630 Td
[ (left\051\056) -390.00700 (This) -276.01000 (comparison) -276.90100 (v) 14.98280 (eri\223es) -276.01600 (the) -277.00500 (ef) 25.00810 (fecti) 25.01790 (v) 14.98280 (eness) -275.98600 (of) -277.01000 (residual) ] TJ
11.95590 TL
T*
[ (learning) -249.90200 (on) -249.98800 (e) 15.01280 (xtremely) -250.01200 (deep) -249.99600 (systems\056) ] TJ
11.95510 -13.40080 Td
[ (Last\054) -391.01700 (we) -364.01900 (also) -362.98500 (note) -362.98600 (that) -362.98400 (the) -362.99100 (18\055layer) -364.01000 (plain\057residual) -362.99100 (nets) ] TJ
-11.95510 -11.95510 Td
[ (are) -258.98800 (comparably) -257.89400 (accurate) -258.98900 (\050T) 79.98790 (able) -259.01200 (2\051\054) -261.01200 (b) 20.00160 (ut) -257.98900 (the) -259.00800 (18\055layer) -259.00800 (ResNet) ] TJ
11.95510 TL
T*
[ (con) 39.99880 (v) 14.98280 (er) 17.99390 (ges) -263.98800 (f) 9.99527 (aster) -265.01300 (\050Fig\056) -264.00900 (4) -263.99000 (right) ] TJ
/R18 9.96260 Tf
117.75200 0 Td
(vs) Tj
/R14 9.96260 Tf
8.29883 0 Td
[ (\056) -263.99300 (left\051\056) -352.99400 (When) -263.98800 (the) -265.00700 (net) -263.98800 (is) -263.98300 (\215not) ] TJ
-126.05100 -11.95630 Td
[ (o) 14.98280 (v) 14.98280 (erly) -217.01800 (deep\216) -218.00600 (\05018) -217.01500 (layers) -217.99700 (here\051\054) -224.00900 (the) -217.01500 (current) -216.98100 (SGD) -217.98300 (solv) 15 (er) -216.99100 (is) -217.99100 (still) ] TJ
11.95630 TL
T*
[ (able) -257.01200 (to) -257.00400 (\223nd) -256.99100 (good) -256.99600 (solutions) -257.00100 (to) -257.00400 (the) -255.98900 (plain) -256.99600 (net\056) -330.99400 (In) -257.01300 (this) -256.99100 (case\054) -258.98100 (the) ] TJ
T*
[ (ResNet) -330.98300 (eases) -331.00500 (the) -330.91800 (optimization) -330.98400 (by) -330.99400 (pro) 14.98520 (viding) -331.98900 (f) 9.99588 (aster) -331.00100 (con) 39.99820 (v) 14.98280 (er) 19.99420 (\055) ] TJ
11.95510 TL
T*
[ (gence) -250 (at) -249.99400 (the) -249.99000 (early) -249.99700 (stage\056) ] TJ
/R12 9.96260 Tf
19.37930 TL
(Identity) '
/R91 9.96260 Tf
37.80230 0 Td
(vs) Tj
/R12 9.96260 Tf
8.29883 0 Td
[ (\056) -404.98900 (Pr) 17.99210 (ojection) -405.99500 (Shortcuts\056) ] TJ
/R14 9.96260 Tf
105.83200 0 Td
[ (W) 79.98660 (e) -404.99600 (ha) 19.99670 (v) 14.98280 (e) -406.01600 (sho) 24.99340 (wn) -404.98400 (that) ] TJ
ET
Q
1 1 1 scn
4163.12000 6490.18000 1182.81000 709.83200 re
f
4553.35000 6838.18000 479.03900 70.62110 re
f
/R23 gs
4.55000 w
1 J
1 j
0 0 0 SCN
4553.35000 6838.18000 479.03900 70.62110 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00181 Tc
/R93 6.04260 Tf
0.99954 0 0 1 470.33200 685.56500 Tm
[ <02> 0.34763 <03> 0.08893 <02> -11.68190 <04> 11.52830 <0506> 0.34763 <07> 0.35571 ] TJ
ET
Q
1 1 1 scn
4553.35000 6981.60000 479.03900 70.61720 re
f
4553.35000 6981.60000 479.03900 70.61720 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00181 Tc
/R93 6.04260 Tf
0.99954 0 0 1 470.33200 699.90700 Tm
[ <08> 0.34763 <03> 0.08893 <08> -11.68190 <04> 11.52830 <0506> 0.34763 <07> 0.35571 ] TJ
ET
Q
4792.87000 6981.60000 m
4792.87000 6930.64000 l
S
4792.87000 6910.98000 m
4779.76000 6937.19000 l
4787.77000 6932.82000 4797.96000 6932.82000 4805.97000 6937.19000 c
4792.87000 6910.98000 l
f*
4792.87000 7162.88000 m
4792.87000 7072.60000 l
S
4792.87000 7052.22000 m
4779.76000 7079.16000 l
4787.77000 7074.79000 4797.96000 7074.79000 4805.97000 7079.16000 c
4792.87000 7052.22000 l
f*
4792.87000 6719.51000 m
4792.87000 6667.09000 l
S
4792.87000 6646.71000 m
4779.76000 6673.64000 l
4787.77000 6669.27000 4797.96000 6669.27000 4805.97000 6673.64000 c
4792.87000 6646.71000 l
f*
1 1 1 scn
4829.27000 6610.30000 m
4829.27000 6629.96000 4813.25000 6646.71000 4792.87000 6646.71000 c
4772.48000 6646.71000 4755.74000 6629.96000 4755.74000 6610.30000 c
4755.74000 6589.92000 4772.48000 6573.18000 4792.87000 6573.18000 c
4813.25000 6573.18000 4829.27000 6589.92000 4829.27000 6610.30000 c
f*
4829.27000 6610.30000 m
4829.27000 6629.96000 4813.25000 6646.71000 4792.87000 6646.71000 c
4772.48000 6646.71000 4755.74000 6629.96000 4755.74000 6610.30000 c
4755.74000 6589.92000 4772.48000 6573.18000 4792.87000 6573.18000 c
4813.25000 6573.18000 4829.27000 6589.92000 4829.27000 6610.30000 c
h
S
4774.67000 6610.30000 m
4811.07000 6610.30000 l
S
4792.87000 6591.38000 m
4792.87000 6628.51000 l
S
4792.87000 6573.18000 m
4792.87000 6519.30000 l
S
0 0 0 scn
4792.87000 6499.64000 m
4779.76000 6525.85000 l
4787.77000 6521.49000 4797.96000 6521.49000 4805.97000 6525.85000 c
4792.87000 6499.64000 l
f*
4829.27000 7125.75000 m
5285.01000 7125.75000 5359.27000 6990.34000 5332.34000 6801.05000 c
5320.69000 6712.96000 5286.47000 6613.22000 4849.65000 6610.30000 c
S
4829.27000 6610.30000 m
4856.20000 6596.47000 l
4851.84000 6605.21000 4851.84000 6614.67000 4856.20000 6623.41000 c
4829.27000 6610.30000 l
f*
4792.87000 7125.75000 m
4829.27000 7125.75000 l
S
q
10 0 0 10 0 0 cm
BT
0.00218 Tc
/R95 5.46020 Tf
0.99954 0 0 1 482.41700 693.79200 Tm
[ <02> -0.32208 <03> -0.34892 <04> -13.92990 <05> ] TJ
ET
Q
1 1 1 scn
4553.35000 6694.76000 479.03900 70.60940 re
f
4553.35000 6694.76000 479.03900 70.60940 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00121 Tc
/R93 6.04260 Tf
0.99954 0 0 1 468.80300 671.22300 Tm
[ <08> 0.34763 <0308> 0.34763 <040509> 0.34763 <0a> -11.53640 <06> 0.34763 ] TJ
ET
Q
4792.87000 6837.45000 m
4792.87000 6785.76000 l
S
4792.87000 6765.37000 m
4779.76000 6792.31000 l
4787.77000 6787.94000 4797.96000 6787.94000 4805.97000 6792.31000 c
4792.87000 6765.37000 l
f*
q
10 0 0 10 0 0 cm
BT
0.00218 Tc
/R95 5.46020 Tf
0.99954 0 0 1 482.41700 679.37700 Tm
[ <02> -0.32208 <03> -0.34892 <04> -13.92990 <05> ] TJ
26.57300 TL
T*
[ <02> -0.32208 <03> -0.34892 <04> -13.92990 <05> ] TJ
ET
Q
1 1 1 scn
3338.03000 6490.18000 879.68800 709.83200 re
f
3352.10000 6941.56000 479.03900 110.66000 re
f
3352.10000 6941.56000 479.03900 110.66000 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00181 Tc
/R93 6.04260 Tf
0.99954 0 0 1 350.20700 697.94100 Tm
[ <02> 0.34763 <0302> -11.55660 <04> 11.52830 <0506> 0.34763 <07> 0.34359 ] TJ
ET
Q
1 1 1 scn
3352.10000 6720.24000 479.03900 110.66000 re
f
3352.10000 6720.24000 479.03900 110.66000 re
S
0 0 0 scn
q
10 0 0 10 0 0 cm
BT
-0.00181 Tc
/R93 6.04260 Tf
0.99954 0 0 1 350.20700 675.80900 Tm
[ <02> 0.34763 <0302> -11.55660 <04> 11.52830 <0506> 0.34763 <07> 0.34359 ] TJ
ET
Q
3591.62000 6941.56000 m
3591.62000 6851.28000 l
S
3591.62000 6830.90000 m
3578.52000 6857.83000 l
3586.52000 6853.47000 3596.72000 6853.47000 3604.72000 6857.83000 c
3591.62000 6830.90000 l
f*
3591.62000 7162.88000 m
3591.62000 7072.60000 l
S
3591.62000 7052.22000 m
3578.52000 7079.16000 l
3586.52000 7074.79000 3596.72000 7074.79000 3604.72000 7079.16000 c
3591.62000 7052.22000 l
f*
3591.62000 6720.24000 m
3591.62000 6667.09000 l
S
3591.62000 6646.71000 m
3578.52000 6673.64000 l
3586.52000 6669.27000 3596.72000 6669.27000 3604.72000 6673.64000 c
3591.62000 6646.71000 l
f*
1 1 1 scn
3628.02000 6610.30000 m
3628.02000 6629.96000 3612.01000 6646.71000 3591.62000 6646.71000 c
3571.24000 6646.71000 3554.49000 6629.96000 3554.49000 6610.30000 c
3554.49000 6589.92000 3571.24000 6573.18000 3591.62000 6573.18000 c
3612.01000 6573.18000 3628.02000 6589.92000 3628.02000 6610.30000 c
f*
3628.02000 6610.30000 m
3628.02000 6629.96000 3612.01000 6646.71000 3591.62000 6646.71000 c
3571.24000 6646.71000 3554.49000 6629.96000 3554.49000 6610.30000 c
3554.49000 6589.92000 3571.24000 6573.18000 3591.62000 6573.18000 c
3612.01000 6573.18000 3628.02000 6589.92000 3628.02000 6610.30000 c
h
S
3573.42000 6610.30000 m
3609.82000 6610.30000 l
S
3591.62000 6591.38000 m
3591.62000 6628.51000 l
S
3591.62000 6573.18000 m
3591.62000 6519.30000 l
S
0 0 0 scn
3591.62000 6499.64000 m
3578.52000 6525.85000 l
3586.52000 6521.49000 3596.72000 6521.49000 3604.72000 6525.85000 c
3591.62000 6499.64000 l
f*
3628.02000 7125.75000 m
4083.77000 7125.75000 4158.03000 6990.34000 4131.09000 6801.05000 c
4119.44000 6712.96000 4085.22000 6613.22000 3648.41000 6610.30000 c
S
3628.02000 6610.30000 m
3654.96000 6596.47000 l
3650.59000 6605.21000 3650.59000 6614.67000 3654.96000 6623.41000 c
3628.02000 6610.30000 l
f*
3591.62000 7125.75000 m
3628.02000 7125.75000 l
S
q
10 0 0 10 0 0 cm
BT
0.00218 Tc
/R95 5.46020 Tf
0.99954 0 0 1 362.29300 652.80400 Tm
[ <02> -0.31761 <03> -0.34892 <04> -13.92550 <05> ] TJ
0 36.91090 Td
[ <02> -0.31761 <03> -0.34892 <04> -13.92550 <05> ] TJ
2.84036 25.91800 Td
[ <06> -0.16551 <07> -0.16551 <08> -0.35787 <09> ] TJ
118.80500 0 Td
[ <0a> -0.16104 <0b> -0.16104 <06> -0.16104 <08> -0.35787 <09> ] TJ
ET
Q
/R28 gs
0.13745 0.12280 0.12598 scn
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 308.86200 628.09600 Tm
[ (Figure) -395.88400 (5\056) -395.98800 (A) -396.02100 (deeper) -395.99300 (residual) -395.99300 (function) ] TJ
/R97 8.96640 Tf
140.08200 0 Td
(F) Tj
/R14 8.96640 Tf
11.04840 0 Td
[ (for) -395.90600 (ImageNet\056) -747.88800 (Left\072) -602.00900 (a) ] TJ
-151.13000 -10.95900 Td
[ (b) 19.99650 (uilding) -302.01500 (block) -302.00600 (\050on) -302.00900 (56) ] TJ
/R97 8.96640 Tf
78.68010 0 Td
(\327) Tj
/R14 8.96640 Tf
7.16758 0 Td
[ (56) -301.99600 (feature) -301.98500 (maps\051) -302.01700 (as) -302.01200 (in) -301.98500 (Fig\056) -301.99000 (3) -301.99600 (for) -301.89200 (ResNet\055) ] TJ
-85.84770 -10.95860 Td
[ (34\056) -309.99000 (Right\072) -309.88400 (a) -249.99700 (\215bottleneck\216) -250.00300 (b) 19.99650 (uilding) -249.99500 (block) -249.98900 (for) -250.00600 (ResNet\05550\057101\057152\056) ] TJ
/R14 9.96260 Tf
27.27030 TL
T*
[ (parameter) 20.11430 (\055free\054) -337.88200 (identity) -321.00500 (shortcuts) -319.91200 (help) -320.99100 (with) -319.88300 (training\056) -522.00100 (Ne) 15.01710 (xt) ] TJ
-0.00100 Tc
11.95550 TL
T*
[ (we) -238.08300 (in) 39.88300 (v) 14.88230 (estigate) -237.09300 (projection) -238.10700 (shortcuts) -238.08300 (\050Eqn\056\0502\051\051\056) -306.11600 (In) -237.09800 (T) 79.88860 (able) -238.08300 (3) -238.09300 (w) -0.09802 (e) ] TJ
0 Tc
T*
[ (compare) -235.91700 (three) -236 (options\072) -302.88300 (\050A\051) -236.00500 (zero\055padding) -235.90200 (shortcuts) -236.90700 (are) -235.89200 (used) ] TJ
T*
[ (for) -290.89500 (increasing) -290.01000 (dimensions\054) -300.91100 (and) -291.00500 (all) -289.98100 (shortcuts) -290.89800 (are) -290.90200 (parameter) 20.11430 (\055) ] TJ
T*
[ (free) -431.00200 (\050the) -429.88400 (same) -431.01600 (as) -430.00400 (T) 79.99160 (able) -431.10200 (2) -430.98200 (and) -430.00200 (Fig\056) -430.99700 (4) -430.00200 (right\051\073) -520.98700 (\050B\051) -431.02100 (projec\055) ] TJ
11.95630 TL
T*
[ (tion) -238.99400 (shortcuts) -237.88700 (are) -238.91400 (used) -239.00700 (for) -237.88200 (increasing) -239 (dimensions\054) -240.88100 (and) -239.01400 (other) ] TJ
11.95510 TL
T*
[ (shortcuts) -250.00200 (are) -250.01000 (identity\073) -249.99000 (and) -249.91400 (\050C\051) -249.99300 (all) -249.98800 (shortcuts) -250.00200 (are) -250.00700 (projections\056) ] TJ
11.95510 -12.66450 Td
[ (T) 79.99160 (able) -224 (3) -223.01700 (sho) 24.99340 (ws) -223.99200 (that) -223.00700 (all) -223.99200 (three) -222.98200 (options) -224.00200 (are) -222.99200 (considerably) -224.01200 (bet\055) ] TJ
-11.95510 -11.95510 Td
[ (ter) -200.00600 (than) -201.01300 (the) -199.99800 (plain) -199.98600 (counterpart\056) -293.89200 (B) -199.99100 (is) -200 (slightly) -201.01500 (better) -199.99600 (than) -199.99100 (A\056) -200.98100 (W) 79.98660 (e) ] TJ
11.95630 TL
T*
[ (ar) 17.98960 (gue) -279.00700 (that) -280.01700 (this) -278.98800 (is) -279 (because) -279.99500 (the) -279.98300 (zero\055padded) -279.01200 (dimensions) -278.99800 (in) -280.02200 (A) ] TJ
T*
[ (indeed) -195.01200 (ha) 19.99670 (v) 14.98280 (e) -196.01100 (no) -195.01600 (residual) -195.00700 (learning\056) -292.01000 (C) -195.01200 (is) -194.98200 (mar) 18.00190 (ginally) -194.99200 (better) -195.99700 (than) ] TJ
T*
[ (B\054) -308.99300 (and) -309.00200 (we) -309.01000 (attrib) 20.01630 (ute) -309 (this) -308.98300 (to) -308.99700 (the) -308.99700 (e) 15.01220 (xtra) -309.00200 (parameters) -309.00200 (introduced) ] TJ
T*
[ (by) -302.99800 (man) 14.99010 (y) -303.00300 (\050thirteen\051) -304.01500 (projection) -303.99800 (shortcuts\056) -468.98500 (But) -302.98400 (the) -303.97900 (small) -303.01800 (dif\055) ] TJ
11.95550 TL
T*
[ (ferences) -213.89800 (among) -213.00100 (A\057B\057C) -213.88100 (indicate) -213.98400 (that) -213.00900 (projection) -213.89600 (shortcuts) -213.89100 (are) ] TJ
T*
[ (not) -217.00500 (essential) -215.90000 (for) -216.98600 (addressing) -216.91500 (the) -216.11100 (de) 15.01710 (gradation) -216.99800 (problem\056) -299.01900 (So) -217.00300 (we) ] TJ
T*
[ (do) -227.01100 (not) -225.98400 (use) -227.01400 (option) -226.00600 (C) -227.00900 (in) -227.01600 (the) -225.99200 (rest) -227.01600 (of) -227.02100 (this) -226.01600 (paper) 39.99330 (\054) -231.01500 (to) -227.01600 (reduce) -226.98700 (mem\055) ] TJ
T*
[ (ory\057time) -241.88400 (comple) 14.99750 (xity) -241.89600 (and) -241.99400 (model) -242.01400 (sizes\056) -306.91400 (Identity) -242.00900 (shortcuts) -242.00400 (are) ] TJ
T*
[ (particularly) -302.90500 (important) -302.88800 (for) -303.00800 (not) -302.98900 (increasing) -302.91000 (the) -302.99800 (comple) 15.11510 (xity) -302.98400 (of) ] TJ
T*
[ (the) -249.99000 (bottleneck) -250.00700 (architectures) -249.90900 (that) -249.98300 (are) -250.00700 (introduced) -249.89000 (belo) 24.99090 (w) 65.01370 (\056) ] TJ
/R12 9.96260 Tf
18.64180 TL
T*
[ (Deeper) -341.98200 (Bottleneck) -343.00700 (Ar) 17.99450 (chitectur) 18.00680 (es\056) ] TJ
/R14 9.96260 Tf
148.70500 0 Td
[ (Ne) 15.01710 (xt) -342.01200 (we) -343.00200 (describe) -342.01600 (our) ] TJ
-148.70500 -11.95510 Td
[ (deeper) -208.91400 (nets) -209.98900 (for) -208.98700 (ImageNet\056) -296.91600 (Because) -209.01900 (of) -208.98500 (concerns) -210 (on) -209.01400 (the) -209.99400 (train\055) ] TJ
11.95510 TL
T*
[ (ing) -310.99000 (time) -309.88700 (that) -311.11000 (we) -311.00900 (can) -311.00900 (af) 25.00810 (ford\054) -326.01900 (we) -309.98700 (modify) -311.01700 (the) -310.99700 (b) 20.00160 (uilding) -311.00700 (block) ] TJ
11.95630 TL
T*
[ (as) -323.00200 (a) ] TJ
/R18 9.96260 Tf
19.15510 0 Td
[ (bottlenec) 19.98200 (k) ] TJ
/R14 9.96260 Tf
44.13320 0 Td
(design) Tj
/R14 6.97380 Tf
26.01170 3.62188 Td
(4) Tj
/R14 9.96260 Tf
3.98477 -3.61602 Td
[ (\056) -529.00700 (F) 14.99260 (or) -321.98500 (each) -323.01500 (residual) -322.98500 (function) ] TJ
/R16 9.96260 Tf
117.31000 0 Td
(F) Tj
3.39725 Tc
/R14 9.96260 Tf
8.15039 0 Td
[ (\054w) 341.00200 (e) ] TJ
0 Tc
-218.74500 -11.95510 Td
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/R16 9.96260 Tf
67.05430 0 Td
(\327) Tj
/R14 9.96260 Tf
7.74883 0 Td
[ (3) -362.99300 (layers) -364.01200 (\050totally) ] TJ
/R39 9.96260 Tf
68.41410 0 Td
(3) Tj
/R53 9.96260 Tf
4.98242 0 Td
(n) Tj
/R14 9.96260 Tf
9.60000 0 Td
[ (shortcuts\051\056) -649.89600 (On) -364.01000 (this) ] TJ
-157.79900 -11.95550 Td
[ (dataset) -221.01000 (we) -220.98400 (use) -221.01500 (identity) -220.98300 (shortcuts) -220.98800 (in) -221.99000 (all) -221.01200 (cases) -220.98300 (\050) ] TJ
/R18 9.96260 Tf
178.65600 0 Td
(i\056e) Tj
/R14 9.96260 Tf
9.68398 0 Td
[ (\056\054) -227.01600 (option) -220.98800 (A\051\054) ] TJ
ET
Q
4.13000 w
3111.91000 7187.97000 m
5427.86000 7187.97000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 377.65200 710.22300 Tm
(method) Tj
ET
Q
4722.64000 7066.36000 m
4722.64000 7185.90000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 477.64600 710.22300 Tm
[ (error) -249.97800 (\050\045\051) ] TJ
ET
Q
3111.91000 7064.28000 m
5427.86000 7064.28000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 370.54000 697.85400 Tm
[ (Maxout) -249.99300 (\1339\135) ] TJ
ET
Q
4722.64000 6942.68000 m
4722.64000 7062.22000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 477.64600 697.85400 Tm
(9\05638) Tj
-103.22200 -11.95350 Td
[ (NIN) -249.99600 (\13325\135) ] TJ
ET
Q
4722.64000 6823.14000 m
4722.64000 6942.68000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 477.64600 685.90000 Tm
(8\05681) Tj
-104.25900 -11.95270 Td
[ (DSN) -250.01400 (\13324\135) ] TJ
ET
Q
4722.64000 6703.61000 m
4722.64000 6823.15000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 477.64600 673.94700 Tm
(8\05622) Tj
ET
Q
3111.91000 6701.53000 m
5427.86000 6701.53000 l
S
3876.20000 6579.92000 m
3876.20000 6699.46000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 393.00300 661.57800 Tm
[ (\043) -249.99100 (layers) ] TJ
ET
Q
4276.14000 6579.92000 m
4276.14000 6699.46000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 432.99500 661.57800 Tm
[ (\043) -249.98800 (params) ] TJ
ET
Q
4722.64000 6579.92000 m
4722.64000 6699.46000 l
S
3111.91000 6577.85000 m
5427.86000 6577.85000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 328.47400 649.21100 Tm
[ (FitNet) -250.09000 (\13334\135) ] TJ
ET
Q
3876.20000 6456.25000 m
3876.20000 6575.79000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 402.96000 649.21100 Tm
(19) Tj
ET
Q
4276.14000 6456.25000 m
4276.14000 6575.79000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 439.97600 649.21100 Tm
(2\0565M) Tj
ET
Q
4722.64000 6456.25000 m
4722.64000 6575.79000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 477.64600 649.21100 Tm
(8\05639) Tj
-161.27900 -11.95350 Td
[ (Highw) 10.01490 (ay) -250.01400 (\13341\054) -250.08200 (42\135) ] TJ
ET
Q
3876.20000 6336.71000 m
3876.20000 6456.25000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 402.96000 637.25700 Tm
(19) Tj
ET
Q
4276.14000 6336.71000 m
4276.14000 6456.25000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 439.97600 637.25700 Tm
(2\0563M) Tj
ET
Q
4722.64000 6336.71000 m
4722.64000 6456.25000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 477.64600 637.25700 Tm
(7\05654) Tj
/R14 8.27970 Tf
18.62890 0 Td
(\0507\05672) Tj
/R81 8.27970 Tf
17.24650 0 Td
(\261) Tj
/R14 8.27970 Tf
6.84336 0 Td
(0\05616\051) Tj
/R14 9.31470 Tf
-203.99900 -11.95390 Td
[ (Highw) 10.01490 (ay) -250.01400 (\13341\054) -250.08200 (42\135) ] TJ
ET
Q
3876.20000 6217.17000 m
3876.20000 6336.71000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 402.96000 625.30300 Tm
(32) Tj
ET
Q
4276.14000 6217.17000 m
4276.14000 6336.71000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 437.64800 625.30300 Tm
(1\05625M) Tj
ET
Q
4722.64000 6217.17000 m
4722.64000 6336.71000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 477.64600 625.30300 Tm
(8\05680) Tj
ET
Q
3111.91000 6215.10000 m
5427.86000 6215.10000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
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(ResNet) Tj
ET
Q
3876.20000 6093.49000 m
3876.20000 6213.03000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 402.96000 612.93500 Tm
(20) Tj
ET
Q
4276.14000 6093.49000 m
4276.14000 6213.03000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 437.64800 612.93500 Tm
(0\05627M) Tj
ET
Q
4722.64000 6093.49000 m
4722.64000 6213.03000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 477.64600 612.93500 Tm
(8\05675) Tj
-142.05400 -11.95350 Td
(ResNet) Tj
ET
Q
3876.20000 5973.95000 m
3876.20000 6093.49000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 402.96000 600.98100 Tm
(32) Tj
ET
Q
4276.14000 5973.95000 m
4276.14000 6093.49000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 437.64800 600.98100 Tm
(0\05646M) Tj
ET
Q
4722.64000 5973.95000 m
4722.64000 6093.49000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 477.64600 600.98100 Tm
(7\05651) Tj
-142.05400 -11.95350 Td
(ResNet) Tj
ET
Q
3876.20000 5854.41000 m
3876.20000 5973.95000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 402.96000 589.02700 Tm
(44) Tj
ET
Q
4276.14000 5854.41000 m
4276.14000 5973.95000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 437.64800 589.02700 Tm
(0\05666M) Tj
ET
Q
4722.64000 5854.41000 m
4722.64000 5973.95000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 477.64600 589.02700 Tm
(7\05617) Tj
-142.05400 -11.95350 Td
(ResNet) Tj
ET
Q
3876.20000 5734.87000 m
3876.20000 5854.41000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 402.96000 577.07300 Tm
(56) Tj
ET
Q
4276.14000 5734.87000 m
4276.14000 5854.41000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 437.64800 577.07300 Tm
(0\05685M) Tj
ET
Q
4722.64000 5734.87000 m
4722.64000 5854.41000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 477.64600 577.07300 Tm
(6\05697) Tj
-142.05400 -11.95350 Td
(ResNet) Tj
ET
Q
3876.20000 5615.33000 m
3876.20000 5734.87000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 400.63100 565.11900 Tm
(110) Tj
ET
Q
4276.14000 5615.33000 m
4276.14000 5734.87000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 439.97600 565.11900 Tm
(1\0567M) Tj
ET
Q
4722.64000 5615.33000 m
4722.64000 5734.87000 l
S
q
10 0 0 10 0 0 cm
BT
/R12 9.31470 Tf
1 0 0 1 477.64600 565.11900 Tm
(6\05643) Tj
/R14 8.27970 Tf
18.62890 0 Td
(\0506\05661) Tj
/R81 8.27970 Tf
17.24650 0 Td
(\261) Tj
/R14 8.27970 Tf
6.84336 0 Td
(0\05616\051) Tj
/R14 9.31470 Tf
-184.77300 -11.95430 Td
(ResNet) Tj
ET
Q
3876.20000 5495.79000 m
3876.20000 5615.33000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 398.30300 553.16500 Tm
(1202) Tj
ET
Q
4276.14000 5495.79000 m
4276.14000 5615.33000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 437.64800 553.16500 Tm
(19\0564M) Tj
ET
Q
4722.64000 5495.79000 m
4722.64000 5615.33000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 9.31470 Tf
1 0 0 1 477.64600 553.16500 Tm
(7\05693) Tj
ET
Q
3111.91000 5493.72000 m
5427.86000 5493.72000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 308.86200 532.02900 Tm
[ (T) 79.98070 (able) -287.99700 (6\056) -288.99100 (Classi\223cation) -287.99200 (error) -288.98800 (on) -288.01100 (the) ] TJ
/R12 8.96640 Tf
128.10900 0 Td
[ (CIF) 90.08240 (AR\05510) ] TJ
/R14 8.96640 Tf
42.11910 0 Td
[ (test) -288.00600 (set\056) -426.01000 (All) -287.91300 (meth\055) ] TJ
-170.22800 -10.95860 Td
[ (ods) -216.99700 (are) -217.00800 (with) -217.99300 (data) -216.89900 (augmentation\056) -298.90200 (F) 15.00280 (or) -217.01600 (ResNet\055110\054) -223.98600 (we) -216.98300 (run) -217.01600 (it) -216.98300 (5) -217 (times) ] TJ
10.95860 TL
T*
[ (and) -249.99700 (sho) 25.00930 (w) -249.98900 (\215best) -250.00300 (\050mean) ] TJ
/R97 8.96640 Tf
79.20820 0 Td
(\261) Tj
/R14 8.96640 Tf
7.16758 0 Td
[ (std\051\216) -249.91300 (as) -249.99500 (in) -250.01100 (\13342\135\056) ] TJ
/R14 9.96260 Tf
-86.37580 -31.17660 Td
[ (so) -269.98200 (our) -269.98700 (residual) -270.01400 (models) -268.98200 (ha) 19.99670 (v) 14.98280 (e) -270 (e) 15.01220 (xactly) -270.01900 (the) -269.98400 (same) -269.98400 (depth\054) -274.99300 (width\054) ] TJ
11.95510 TL
T*
[ (and) -249.99300 (number) -249.89900 (of) -249.99500 (parameters) -249.99300 (as) -249.99700 (the) -249.98800 (plain) -250.01700 (counterparts\056) ] TJ
11.95510 -11.95510 Td
[ (W) 79.98660 (e) -246.00300 (use) -245.99100 (a) -246.00300 (weight) -244.99600 (decay) -246.00300 (of) -245.99800 (0\0560001) -246.00800 (and) -245.99300 (momentum) -245.98300 (of) -245.99800 (0\0569\054) ] TJ
-11.95510 -11.95550 Td
[ (and) -285.00600 (adopt) -284.01400 (the) -284.88600 (weight) -284.98900 (initialization) -283.89400 (in) -285.00100 (\13312\135) -285.00600 (and) -283.98700 (BN) -284.99700 (\13316\135) -285.00600 (b) 20.00160 (ut) ] TJ
T*
[ (with) -395.99000 (no) -394.98300 (dropout\056) -746.98100 (These) -394.98600 (models) -395.98300 (are) -395.00300 (trained) -395.99800 (with) -395.00800 (a) -396.01700 (mini\055) ] TJ
T*
[ (batch) -341.89600 (size) -340.99700 (of) -342.01900 (128) -342.00700 (on) -340.99200 (tw) 10.00810 (o) -342.01600 (GPUs\056) -585.01000 (W) 79.98660 (e) -341.98700 (start) -340.98700 (with) -341.99700 (a) -341.98700 (learning) ] TJ
11.95590 TL
T*
[ (rate) -351.00500 (of) -352.01700 (0\0561\054) -376.98100 (di) 24.98850 (vide) -350.98800 (it) -352.00500 (by) -350.99000 (10) -352.01000 (at) -350.99500 (32k) -352.00500 (and) -350.99500 (48k) -352.00500 (iterations\054) -377 (and) ] TJ
T*
[ (terminate) -252.91600 (training) -251.88900 (at) -253.01400 (64k) -253.00200 (iterations\054) -254.00200 (which) -251.98200 (is) -253.00200 (determined) -252.99200 (on) ] TJ
T*
[ (a) -244.00300 (45k\0575k) -244.98600 (train\057v) 25 (al) -243.99600 (split\056) -307.99300 (W) 79.98660 (e) -244.00300 (follo) 24.99580 (w) -245.01300 (the) -243.98900 (simple) -244.00300 (data) -245.01300 (augmen\055) ] TJ
T*
[ (tation) -244.99100 (in) -245.98600 (\13324\135) -245.01500 (for) -245.02000 (training\072) -307.99300 (4) -245.01300 (pix) 14.99750 (els) -245.00800 (are) -246.00800 (padded) -245.00800 (on) -245.00800 (each) -246.00800 (side\054) ] TJ
3.74594 Tc
11.95510 TL
T*
[ (a) 375.99600 (n) 376.00600 (da3) 376.01300 (2) ] TJ
0 Tc
/R16 9.96260 Tf
36.26370 0 Td
(\327) Tj
/R14 9.96260 Tf
7.74883 0 Td
[ (32) -376.00600 (crop) -376.01300 (is) -376.00300 (randomly) -375.98600 (sampled) -375.99100 (from) -376.00600 (the) -376.00600 (padded) ] TJ
-44.01250 -11.95630 Td
[ (image) -340.98700 (or) -341 (its) -342.00200 (horizontal) -341.99200 (\224ip\056) -583.01100 (F) 14.99260 (or) -341.00700 (testing\054) -363.98300 (we) -341.98200 (only) -341.01700 (e) 25.01050 (v) 24.98110 (aluate) ] TJ
11.95630 TL
T*
[ (the) -249.99000 (single) -249.89200 (vie) 24.90520 (w) -249.99500 (of) -250 (the) -249.99000 (original) -250.00700 (32) ] TJ
/R16 9.96260 Tf
131.46600 0 Td
(\327) Tj
/R14 9.96260 Tf
7.74805 0 Td
[ (32) -249.98800 (image\056) ] TJ
-127.25900 -11.95510 Td
[ (W) 79.98660 (e) -275.99800 (compare) ] TJ
/R53 9.96260 Tf
52.83050 0 Td
(n) Tj
/R39 9.96260 Tf
9.22656 0 Td
(\075) Tj
/R16 9.96260 Tf
10.99450 0 Td
(\173) Tj
/R39 9.96260 Tf
4.98125 0 Td
(3) Tj
/R53 9.96260 Tf
4.98242 0 Td
(\054) Tj
/R39 9.96260 Tf
4.42852 0 Td
(5) Tj
/R53 9.96260 Tf
4.98125 0 Td
(\054) Tj
/R39 9.96260 Tf
4.42852 0 Td
(7) Tj
/R53 9.96260 Tf
4.98125 0 Td
(\054) Tj
/R39 9.96260 Tf
4.42812 0 Td
(9) Tj
/R16 9.96260 Tf
4.98125 0 Td
(\175) Tj
/R14 9.96260 Tf
4.98242 0 Td
[ (\054) -281.98700 (leading) -276.01300 (to) -275.98300 (20\054) -282.99700 (32\054) -282.01700 (44\054) -282.99700 (and) ] TJ
-128.17900 -11.95510 Td
[ (56\055layer) -291.90500 (netw) 10.00810 (orks\056) -435.99100 (Fig\056) -292 (6) -291.98600 (\050left\051) -291.91200 (sho) 24.99090 (ws) -291.98100 (the) -293 (beha) 19.99670 (viors) -292.01000 (of) -291.99000 (the) ] TJ
11.95510 TL
T*
[ (plain) -248.99800 (nets\056) -308.99000 (The) -248.89500 (deep) -249.01500 (plain) -248.99800 (nets) -247.98300 (suf) 24.98600 (fer) -248.98800 (from) -249.00700 (increased) -248.89500 (depth\054) ] TJ
T*
[ (and) -326.01900 (e) 15.01220 (xhibit) -325.00700 (higher) -326.00900 (training) -325.01400 (error) -325.99500 (when) -324.99500 (going) -325.99500 (deeper) 55.00550 (\056) -537.00400 (This) ] TJ
T*
[ (phenomenon) -209.88700 (is) -209.01200 (similar) -210.01200 (to) -209.99200 (that) -209.00900 (on) -209.99400 (ImageNet) -209.99400 (\050Fig\056) -209 (4\054) -217.99300 (left\051) -210 (and) ] TJ
T*
[ (on) -265.98500 (MNIST) -266.00500 (\050see) -266 (\13341\135\051\054) -269.99200 (suggesting) -265.90700 (that) -267 (such) -265.90700 (an) -265.99500 (optimization) ] TJ
T*
[ (dif) 24.98600 (\223culty) -250.00200 (is) -249.98500 (a) -250.00200 (fundamental) -250.00700 (problem\056) ] TJ
11.95510 -11.95510 Td
[ (Fig\056) -355.91100 (6) -354.99500 (\050middle\051) -355.99500 (sho) 24.99340 (ws) -354.99000 (the) -356.00900 (beha) 19.99670 (viors) -355.01900 (of) -356.01900 (ResNets\056) -627.00300 (Also) ] TJ
-11.95510 -11.95550 Td
[ (similar) -336.89200 (to) -336.99000 (the) -336.99500 (ImageNet) -336.99300 (cases) -337.98300 (\050Fig\056) -337.09600 (4\054) -358.98900 (right\051\054) -359.01900 (our) -336.99800 (ResNets) ] TJ
T*
[ (manage) -213.01300 (to) -213.99100 (o) 14.98280 (v) 14.98280 (ercome) -212.98400 (the) -213.99600 (optimization) -213.00400 (dif) 24.98600 (\223culty) -212.98900 (and) -213.99900 (demon\055) ] TJ
T*
[ (strate) -249.99000 (accurac) 15.11510 (y) -249.99300 (g) 4.98446 (ains) -249.98300 (when) -249.98800 (the) -249.98800 (depth) -250.01700 (increases\056) ] TJ
11.95510 -11.95510 Td
[ (W) 79.98660 (e) -416.99400 (further) -418.00600 (e) 15.01220 (xplore) ] TJ
/R53 9.96260 Tf
82.33980 0 Td
(n) Tj
5.86598 Tc
/R39 9.96260 Tf
11.83360 0 Td
[ (\0751) 588.79400 (8) ] TJ
0 Tc
/R14 9.96260 Tf
27.72300 0 Td
[ (that) -417.01400 (leads) -417.99900 (to) -417.01900 (a) -416.99400 (110\055layer) ] TJ
-133.85200 -11.95510 Td
[ (ResNet\056) -592.89900 (In) -344.99900 (this) -343.99700 (case\054) -367.98300 (we) -345.00100 (\223nd) -343.99700 (that) -344.00600 (the) -344.99100 (initial) -343.98700 (learning) -344.98200 (rate) ] TJ
T*
[ (of) -309.00500 (0\0561) -308.01500 (is) -308.99500 (slightly) -308.99700 (too) -308.01000 (lar) 17.99700 (ge) -309.00700 (to) -308.99700 (start) -308.01200 (con) 39.99820 (v) 14.98280 (er) 17.99210 (ging) ] TJ
/R14 6.97380 Tf
183.36300 3.61992 Td
(5) Tj
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ET
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4937.17000 7175.89000 m
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ET
Q
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ET
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ET
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Q
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4285.17000 6297.76000 656.59000 41.32030 re
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Q
q
4285.17000 6635.24000 656.59000 44.76170 re
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8.39000 w
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ET
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4931.43000 7050.77000 m
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4931.43000 7050.77000 m
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ET
Q
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ET
Q
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ET
Q
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ET
Q
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ET
Q
1818.62000 4753.84000 m
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ET
Q
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ET
Q
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ET
Q
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q
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ET
Q
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ET
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q
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2143.90000 -5406.16000 l
2161.24000 -5434.08000 l
2179.74000 -5403.25000 l
2198.25000 -5431.17000 l
2216.74000 -5400.35000 l
2235.25000 -5426.52000 l
2252.59000 -5398.61000 l
2271.09000 -5414.30000 l
2289.59000 -5398.61000 l
2308.68000 -5414.30000 l
2327.17000 -5398.61000 l
2345.67000 -5406.16000 l
2362.43000 -5395.70000 l
2381.52000 -5412.56000 l
2400.01000 -5400.35000 l
2418.52000 -5414.30000 l
2437.02000 -5401.52000 l
2454.37000 -5424.77000 l
2472.86000 -5400.35000 l
2491.37000 -5415.47000 l
2510.44000 -5403.25000 l
2528.94000 -5415.47000 l
2545.71000 -5406.16000 l
2564.21000 -5428.27000 l
2583.29000 -5409.65000 l
2601.79000 -5434.08000 l
2620.29000 -5415.47000 l
2637.64000 -5448.04000 l
2656.13000 -5418.96000 l
2674.64000 -5440.48000 l
2693.14000 -5451.52000 l
2711.64000 -5535.29000 l
S
Q
q
10 0 0 10 0 0 cm
BT
0.00785 Tc
/R24 6.03800 Tf
1.00078 0 0 1 146.89600 523.51400 Tm
0.04710 Tw
[ (lay) 40.71570 (e) 3.71704 (r in) -16.88220 (d) -16.88630 (e) 13.41370 (x) 11.88040 ( \050o) 11.91070 (rig) 11.87840 (i) -8.81786 (n) -16.88630 (a) 13.28440 (l) -8.81786 (\051) ] TJ
-0.03200 Tc
0 1.00078 -1 0 66.46680 552.91400 Tm
[ (st) -5.81797 (d) ] TJ
ET
Q
1 1 1 scn
2302.82000 5487.39000 311.39100 291.09000 re
f
0.58000 w
1 1 1 SCN
2302.82000 5487.39000 m
2302.82000 5778.48000 l
2614.21000 5778.48000 l
2614.21000 5487.39000 l
2302.82000 5487.39000 l
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0 0 0 SCN
2302.82000 5778.48000 m
2614.21000 5778.48000 l
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0 0 0 scn
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2302.82000 5487.39000 m
2614.21000 5487.39000 l
S
2614.21000 5486.81000 0.57812 0.57812 re
f
2614.21000 5487.39000 m
2614.21000 5778.48000 l
S
2614.21000 5777.90000 0.57812 0.58203 re
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2302.82000 5487.39000 m
2302.82000 5778.48000 l
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2303.40000 5777.90000 0.58203 0.58203 re
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2302.82000 5487.39000 m
2614.21000 5487.39000 l
S
2614.21000 5486.81000 0.57812 0.57812 re
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2302.82000 5487.39000 m
2302.82000 5778.48000 l
S
2303.40000 5777.90000 0.58203 0.58203 re
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2302.82000 5778.48000 m
2614.21000 5778.48000 l
S
2614.21000 5777.90000 0.57812 0.58203 re
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2302.82000 5487.39000 m
2614.21000 5487.39000 l
S
2614.21000 5486.81000 0.57812 0.57812 re
f
2614.21000 5487.39000 m
2614.21000 5778.48000 l
S
2614.21000 5777.90000 0.57812 0.58203 re
f
2302.82000 5487.39000 m
2302.82000 5778.48000 l
S
2303.40000 5777.90000 0.58203 0.58203 re
f
q
10 0 0 10 0 0 cm
BT
-0.00093 Tc
/R24 4.64470 Tf
1.00071 0 0 1 238.40000 573.09300 Tm
[ (pl) 40.63930 (a) 7.03848 (i) 40.63410 (n\05520) ] TJ
ET
Q
[ 18.62110 6.20713 ] 0 d
6.20003 w
0.75000 0.75000 0 SCN
q
1.00300 0 0 -0.99701 0 0 cm
2308.67000 -5765.01000 m
2370.53000 -5765.01000 l
S
Q
q
10 0 0 10 0 0 cm
BT
-0.00093 Tc
/R24 4.64470 Tf
1.00071 0 0 1 238.40000 567.35300 Tm
[ (pl) 40.63930 (a) 7.03848 (i) 40.63410 (n\05556) ] TJ
ET
Q
[ 18.62110 6.20713 ] 0 d
1 0 0 SCN
q
1.00300 0 0 -0.99701 0 0 cm
2308.67000 -5707.44000 m
2370.53000 -5707.44000 l
S
Q
q
10 0 0 10 0 0 cm
BT
0.02462 Tc
/R24 4.64470 Tf
1.00071 0 0 1 238.40000 561.67000 Tm
[ (Re) 12.50640 (s) 32.67110 (N) -8.56698 (e) 12.36990 (t) 8.56698 (\0552) 6.29261 (0) ] TJ
ET
Q
[ ] 0 d
0.75000 0.75000 0 SCN
q
1.00300 0 0 -0.99701 0 0 cm
2308.67000 -5649.86000 m
2370.52000 -5649.86000 l
S
Q
q
10 0 0 10 0 0 cm
BT
0.02462 Tc
/R24 4.64470 Tf
1.00071 0 0 1 238.40000 556.04500 Tm
[ (Re) 12.50640 (s) 32.67110 (N) -8.56698 (e) 12.36990 (t) 8.56698 (\0555) 6.29261 (6) ] TJ
ET
Q
1 0 0 SCN
q
1.00300 0 0 -0.99701 0 0 cm
2308.67000 -5594.02000 m
2370.52000 -5594.02000 l
S
Q
q
10 0 0 10 0 0 cm
BT
0.00093 Tc
/R24 4.64470 Tf
1.00071 0 0 1 238.40000 550.36200 Tm
[ (R) -6.47645 (e) 7.43768 (s) 27.57090 (N) -13.66730 (e) 7.26959 (t) 3.46671 (\055110) ] TJ
ET
Q
0 0 0 SCN
q
1.00300 0 0 -0.99701 0 0 cm
2308.67000 -5536.44000 m
2370.52000 -5536.44000 l
S
Q
0.13745 0.12280 0.12598 scn
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 50.11210 456.88100 Tm
[ (Figure) -287.88600 (7\056) -286.98800 (Standard) -287.99300 (de) 24.98750 (viations) -287.99900 (\050std\051) -287.98200 (of) -286.98000 (layer) -288.01100 (responses) -288.00800 (on) -287.00900 (CIF) 73.99040 (AR\055) ] TJ
10.95780 TL
T*
[ (10\056) -305.98200 (The) -237.97800 (responses) -238.90900 (are) -238.00600 (the) -238.00700 (outputs) -237.89000 (of) -239.01500 (each) -239.01400 (3) ] TJ
/R97 8.96640 Tf
154.39800 0 Td
(\327) Tj
/R14 8.96640 Tf
7.16719 0 Td
[ (3) -237.99800 (layer) 39.99310 (\054) -240.98200 (after) -238.01200 (BN) -237.99500 (and) ] TJ
-161.56600 -10.95860 Td
[ (before) -362.88000 (nonlinearity) 65.11260 (\056) ] TJ
-0.82491 Tc
/R12 8.96640 Tf
76.97460 0 Td
[ (To) -92.01970 (p) ] TJ
0 Tc
/R14 8.96640 Tf
14.62420 0 Td
[ (\072) -536.01900 (the) -363.99900 (layers) -362.98200 (are) -362.99500 (sho) 25.00930 (wn) -362.99800 (in) -362.97900 (their) -364.00500 (original) ] TJ
-91.59880 -10.95860 Td
[ (order) 55.10620 (\056) ] TJ
/R12 8.96640 Tf
23.44690 0 Td
(Bottom) Tj
/R14 8.96640 Tf
28.38670 0 Td
[ (\072) -310.00200 (the) -249.98800 (responses) -250.01800 (are) -249.98700 (rank) 9.98601 (ed) -249.99700 (in) -250.01400 (descending) -249.97800 (order) 55.02040 (\056) ] TJ
/R14 9.96260 Tf
-51.83360 -31.96680 Td
[ (netw) 10.00870 (orks) -310.01400 (such) -310.01400 (as) -309.98600 (FitNet) -309.99200 (\13334\135) -309.98400 (and) -309.98100 (Highw) 9.98118 (ay) -311.00700 (\13341\135) -309.98500 (\050T) 79.98660 (able) -309.98500 (6\051\054) ] TJ
11.95510 TL
T*
[ (yet) -249.99000 (is) -249.98400 (among) -250.01400 (the) -249.99000 (state\055of\055the\055art) -249.98600 (results) -250.01200 (\0506\05643\045\054) -250.01700 (T) 79.99160 (able) -249.99500 (6\051\056) ] TJ
/R12 9.96260 Tf
18.00160 TL
T*
[ (Analysis) -336.00800 (of) -335.00100 (Lay) 9.98240 (er) -335.99200 (Responses\056) ] TJ
/R14 9.96260 Tf
131.53000 0 Td
[ (Fig\056) -335.99300 (7) -334.99800 (sho) 24.99340 (ws) -336.01300 (the) -334.99600 (standard) ] TJ
-131.53000 -11.95510 Td
[ (de) 25.01600 (viations) -337.98300 (\050std\051) -338.01000 (of) -337.98200 (the) -336.99500 (layer) -337.98300 (responses\056) -573.99700 (The) -338.01700 (responses) -338 (are) ] TJ
11.95510 TL
T*
[ (the) -358.99100 (outputs) -360.01700 (of) -358.99800 (each) -359.00700 (3) ] TJ
/R16 9.96260 Tf
87.36680 0 Td
(\327) Tj
/R14 9.96260 Tf
7.74805 0 Td
[ (3) -358.99400 (layer) 39.99330 (\054) -386.99200 (after) -359.00700 (BN) -360.00100 (and) -358.99400 (before) -359.00400 (other) ] TJ
-95.11480 -11.95630 Td
[ (nonlinearity) -491.91500 (\050ReLU\057addition\051\056) -1035.81000 (F) 14.99260 (or) -491.02000 (ResNets\054) -553.01600 (this) -492.01100 (analy\055) ] TJ
11.95590 TL
T*
[ (sis) -340.98200 (re) 25.00810 (v) 14.98280 (eals) -340.99800 (the) -342.01400 (response) -340.98700 (strength) -341.01300 (of) -341 (the) -342.01400 (residual) -342.00200 (functions\056) ] TJ
T*
[ (Fig\056) -238.99000 (7) -239.99400 (sho) 24.99220 (ws) -239.01000 (that) -239.98400 (ResNets) -238.99200 (ha) 19.99790 (v) 14.98280 (e) -240.00400 (generally) -239.00700 (smaller) -240.01900 (responses) ] TJ
T*
[ (than) -280.01900 (their) -279 (plain) -280.01200 (counterparts\056) -398.89100 (These) -279.90800 (results) -278.98800 (support) -279.88500 (our) -279.98500 (ba\055) ] TJ
T*
[ (sic) -394.98400 (moti) 25.00750 (v) 24.98110 (ation) -395.01300 (\050Sec\0563\0561\051) -395.01700 (that) -395.01700 (the) -394.98600 (residual) -395.01300 (functions) -395 (might) ] TJ
T*
[ (be) -281.01100 (generally) -281 (closer) -281.00600 (to) -280.01900 (zero) -281.01900 (than) -281 (the) -281.00500 (non\055residual) -280.98300 (functions\056) ] TJ
T*
[ (W) 79.98730 (e) -323.00900 (also) -324.01000 (notice) -322.98900 (that) -322.99000 (the) -324.01700 (deeper) -323.01100 (ResNet) -322.98500 (has) -322.99800 (smaller) -324.00500 (magni\055) ] TJ
T*
[ (tudes) -221.00300 (of) -220 (responses\054) -226.99800 (as) -220.00100 (e) 25.01050 (videnced) -221.00700 (by) -221.01200 (the) -219.99500 (comparisons) -220.98300 (among) ] TJ
T*
[ (ResNet\05520\054) -415.90100 (56\054) -415.99700 (and) -382.00900 (110) -382.90200 (in) -382.00200 (Fig\056) -383.00500 (7\056) -707.99200 (When) -382.00700 (there) -382.99500 (are) -383.00700 (more) ] TJ
T*
[ (layers\054) -342.99300 (an) -323.98500 (indi) 25 (vidual) -324 (layer) -323.98500 (of) -323.98400 (ResNets) -323.99700 (tends) -324.00500 (to) -324.99200 (modify) -323.99200 (the) ] TJ
T*
[ (signal) -250.01000 (less\056) ] TJ
/R12 9.96260 Tf
18.00160 TL
T*
[ (Exploring) -302.90200 (Ov) 10.01550 (er) -303.01700 (1000) -304.00800 (lay) 10.01550 (ers\056) ] TJ
/R14 9.96260 Tf
125.62000 0 Td
[ (W) 79.98790 (e) -303.01300 (e) 15.01220 (xplore) -302.99400 (an) -303.98800 (aggressi) 24.99340 (v) 14.98280 (ely) ] TJ
-125.62000 -11.95510 Td
[ (deep) -416.00800 (model) -417.00300 (of) -416.00800 (o) 14.98280 (v) 14.98280 (er) -416.01300 (1000) -415.98900 (layers\056) -808.99400 (W) 79.98790 (e) -416.99400 (set) ] TJ
/R53 9.96260 Tf
176.81600 0 Td
(n) Tj
/R39 9.96260 Tf
11.81480 0 Td
[ (\075) -586.81100 (200) ] TJ
/R14 9.96260 Tf
32.67540 0 Td
(that) Tj
-221.30600 -11.95630 Td
[ (leads) -225.99200 (to) -225.00900 (a) -226.00600 (1202\055layer) -225.00400 (netw) 10.00940 (ork\054) -231.01000 (which) -225.00500 (is) -225.98900 (trained) -225.00900 (as) -226 (described) ] TJ
11.95510 TL
T*
[ (abo) 14.98340 (v) 14.98280 (e\056) -662.98500 (Our) -368.01300 (method) -367.98600 (sho) 24.99220 (ws) ] TJ
/R18 9.96260 Tf
113.61600 0 Td
[ (no) -368.00700 (optimization) -367.00700 (dif) 18.01660 (\223culty) ] TJ
/R14 9.96260 Tf
101.80100 0 Td
[ (\054) -396.99000 (and) ] TJ
-215.41700 -11.95510 Td
(this) Tj
/R39 9.96260 Tf
19.15590 0 Td
(10) Tj
/R57 6.97380 Tf
9.96211 3.62695 Td
(3) Tj
/R14 9.96260 Tf
4.46992 -3.61484 Td
[ (\055layer) -478.00100 (netw) 10.08780 (ork) -477.09000 (is) -477.98500 (able) -477.99500 (to) -477.98600 (achie) 25.01540 (v) 14.98280 (e) ] TJ
/R18 9.96260 Tf
145.36000 0 Td
[ (tr) 14.99010 (aining) -478.00400 (err) 44.98020 (or) ] TJ
/R53 9.96260 Tf
-178.94800 -11.95510 Td
(\074) Tj
/R14 9.96260 Tf
7.74883 0 Td
[ (0\0561\045) -453.98900 (\050Fig\056) -453.89900 (6\054) -505.00600 (right\051\056) -921.00200 (Its) -453.99300 (test) -453.98700 (error) -454.01200 (is) -453.99000 (still) -454.00800 (f) 9.99588 (airly) -453.99000 (good) ] TJ
-7.74883 -11.95550 Td
[ (\0507\05693\045\054) -249.90100 (T) 79.99030 (able) -249.91500 (6\051\056) ] TJ
11.95510 -12.02380 Td
[ (But) -361.01200 (there) -360.88100 (are) -361.99100 (still) -360.88600 (open) -360.98800 (problems) -360.88700 (on) -362.00800 (such) -360.98600 (aggressi) 24.99340 (v) 14.98280 (ely) ] TJ
-11.95510 -11.95510 Td
[ (deep) -281.01100 (models\056) -400.99800 (The) -280.88900 (testing) -279.99900 (result) -280.91500 (of) -281.01100 (this) -280.00700 (1202\055layer) -280.99500 (netw) 10.00810 (ork) ] TJ
T*
[ (is) -294.01600 (w) 10.00140 (orse) -293.00600 (than) -294.01700 (that) -294.01500 (of) -293.00900 (our) -293.98300 (110\055layer) -292.99800 (netw) 10.00810 (ork\054) -304.99800 (although) -293.99500 (both) ] TJ
ET
Q
/R20 gs
3.98000 w
0 j
0.13745 0.12280 0.12598 SCN
3356.69000 5796.01000 m
5183.06000 5796.01000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 343.63900 571.34700 Tm
[ (training) -249.89700 (data) ] TJ
ET
Q
3968.81000 5678.95000 m
3968.81000 5794.02000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 415.79200 571.34700 Tm
(07\05312) Tj
ET
Q
4576.93000 5678.95000 m
4576.93000 5794.02000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 474.07500 571.34700 Tm
(07\053\05312) Tj
ET
Q
3356.69000 5676.96000 m
5183.06000 5676.96000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 351.35900 559.44200 Tm
[ (test) -250.01900 (data) ] TJ
ET
Q
3968.81000 5559.90000 m
3968.81000 5674.97000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 405.05100 559.44200 Tm
[ (V) 39.98220 (OC) -250.01100 (07) -249.97800 (test) ] TJ
ET
Q
4576.93000 5559.90000 m
4576.93000 5674.97000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 465.86200 559.44200 Tm
[ (V) 39.98220 (OC) -250.01100 (12) -249.97800 (test) ] TJ
ET
Q
3356.69000 5557.91000 m
5183.06000 5557.91000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 350.55600 547.53700 Tm
[ (V) 15.01920 (GG\05516) ] TJ
ET
Q
3968.81000 5440.84000 m
3968.81000 5555.91000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 419.44200 547.53700 Tm
(73\0562) Tj
ET
Q
4576.93000 5440.84000 m
4576.93000 5555.91000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 480.25300 547.53700 Tm
(70\0564) Tj
-135.49400 -11.50740 Td
(ResNet\055101) Tj
ET
Q
3968.81000 5325.78000 m
3968.81000 5440.85000 l
S
q
10 0 0 10 0 0 cm
BT
/R12 8.96640 Tf
1 0 0 1 419.44200 536.03000 Tm
(76\0564) Tj
ET
Q
4576.93000 5325.78000 m
4576.93000 5440.85000 l
S
q
10 0 0 10 0 0 cm
BT
/R12 8.96640 Tf
1 0 0 1 480.25300 536.03000 Tm
(73\0568) Tj
ET
Q
3356.69000 5323.78000 m
5183.06000 5323.78000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 308.86200 520.08700 Tm
[ (T) 79.98070 (able) -608.98700 (7\056) -608.97900 (Object) -608.98700 (detection) -608.98700 (mAP) -607.98300 (\050\045\051) -609.00100 (on) -609.00100 (the) -609.01200 (P) 91.98290 (ASCAL) -607.99400 (V) 39.98220 (OC) ] TJ
10.95900 TL
T*
[ (2007\0572012) -382.80400 (test) -382.98100 (sets) -382.98400 (using) ] TJ
/R12 8.96640 Tf
97.43050 0 Td
(baseline) Tj
/R14 8.96640 Tf
34.32340 0 Td
[ (F) 15.00280 (aster) -382.97800 (R\055CNN\056) -383.01100 (See) -383.00500 (also) -382.98900 (ap\055) ] TJ
-131.75400 -10.95860 Td
[ (pendix) -249.90200 (for) -249.91800 (better) -249.88000 (results\056) ] TJ
ET
Q
3392.55000 4900.51000 m
5147.19000 4900.51000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 354.19800 481.79700 Tm
(metric) Tj
ET
Q
3922.49000 4783.45000 m
3922.49000 4898.52000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 404.15400 481.79700 Tm
(mAP\100\0565) Tj
ET
Q
4494.77000 4783.45000 m
4494.77000 4898.52000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 454.65700 481.79700 Tm
[ (mAP\100\133\0565\054) -249.90800 (\05695\135) ] TJ
ET
Q
3392.55000 4781.45000 m
5147.19000 4781.45000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 350.03300 469.89100 Tm
[ (V) 15.01920 (GG\05516) ] TJ
ET
Q
3922.49000 4664.39000 m
3922.49000 4779.46000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 413.01700 469.89100 Tm
(41\0565) Tj
ET
Q
4494.77000 4664.39000 m
4494.77000 4779.46000 l
S
q
10 0 0 10 0 0 cm
BT
/R14 8.96640 Tf
1 0 0 1 474.35200 469.89100 Tm
(21\0562) Tj
-130.11600 -11.50660 Td
(ResNet\055101) Tj
ET
Q
3922.49000 4549.32000 m
3922.49000 4664.39000 l
S
q
10 0 0 10 0 0 cm
BT
/R12 8.96640 Tf
1 0 0 1 413.01700 458.38400 Tm
(48\0564) Tj
ET
Q
4494.77000 4549.32000 m
4494.77000 4664.39000 l
S
q
10 0 0 10 0 0 cm
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/R18 7.97010 Tf
158.59600 0 Td
(ECCV) Tj
/R14 7.97010 Tf
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/R18 7.97010 Tf
(ICCV) '
/R14 7.97010 Tf
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T*
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/R18 7.97010 Tf
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(arXiv\0721207\0560580) Tj
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/R18 7.97010 Tf
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/R14 7.97010 Tf
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/R18 7.97010 Tf
214.22900 0 Td
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(computation) Tj
/R14 7.97010 Tf
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/R18 7.97010 Tf
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/R14 7.97010 Tf
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/R18 7.97010 Tf
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0 Tc
/R18 7.97010 Tf
T*
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/R14 7.97010 Tf
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T*
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/R18 7.97010 Tf
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(arXiv\0721408\0565093) Tj
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/R18 7.97010 Tf
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0 Tc
9.46367 TL
T*
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/R18 7.97010 Tf
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(\250) Tj
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/R18 7.97010 Tf
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(arXiv\0721312\0564400) Tj
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(ECCV) Tj
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(CVPR) Tj
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(NIPS) Tj
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(\054) Tj
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(ICLR) Tj
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T*
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(arXiv\0721409\0560575) Tj
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