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[ (LNet) -214.99200 (is) -215.00900 (pr) 36.98520 (e\055tr) 14.98400 (ained) -215.98500 (by) -214.98300 (massive) -215.00500 (g) 10.00320 (ener) 15.01960 (al) -215.01100 (object) -215.98800 (cate) 39.99580 (gories) -216.01800 (for) ] TJ
T*
[ (face) -245.01400 (localization\054) -245.89400 (while) -244.99000 (ANet) -244.99800 (is) -245.00400 (pr) 36.98520 (e\055tr) 14.98400 (ained) -246.02000 (by) -245.01800 (massive) -244.99800 (face) ] TJ
T*
[ (identities) -283.00700 (for) -282.01300 (attrib) 19.99540 (ute) -283.00400 (pr) 36.98520 (ediction\056) -408.01900 (This) -283.01900 (fr) 14.99010 (ame) 14.98030 (work) -282.99200 (not) -282.99400 (only) ] TJ
T*
[ (outperforms) -409.01800 (the) -408.00300 (state\055of\055the\055art) -408.90100 (with) -409.11400 (a) -408.98600 (lar) 36.99140 (g) 10.00320 (e) -408.01500 (mar) 36.98890 (gin\054) -449.00400 (b) 20.00160 (ut) ] TJ
T*
[ (also) -250.01300 (r) 37.01960 (e) 15.01280 (veals) -249.98800 (valuable) -250.01100 (facts) -250.01600 (on) -249.98800 (learning) -250.00100 (face) -249.99500 (r) 37.01830 (epr) 36.98160 (esentation\056) ] TJ
11.95550 -12.20740 Td
[ (\0501\051) -341.98300 (It) -342.01800 (shows) -341.98600 (how) -341.99800 (the) -342.01400 (performances) -343.00500 (of) -342.00900 (face) -342.01900 (localization) ] TJ
-11.95550 -11.95590 Td
[ (\050LNet\051) -474.99500 (and) -475.98400 (attrib) 20.11310 (ute) -475.01100 (pr) 36.98520 (ediction) -476.01000 (\050ANet\051) -475.98400 (can) -475.01400 (be) -475.99900 (impr) 44.99490 (o) 10.00320 (ved) ] TJ
T*
[ (by) -531.98900 (dif) 18.01660 (fer) 36.98340 (ent) -531.00100 (pr) 36.98520 (e\055tr) 14.98400 (aining) -531.99500 (str) 14.99750 (ate) 40 (gies\056) -1155.01000 (\0502\051) -531.99200 (It) -531.98500 (r) 37.01830 (e) 15.01220 (veals) -532.01900 (that) ] TJ
T*
[ (although) -271.98900 (the) -271.98600 (\223lter) 10.01920 (s) -271.98800 (of) -271.98600 (LNet) -272.00200 (ar) 36.98520 (e) -271.99900 (\223ne\055tuned) -272.01300 (only) -271.98200 (with) -272.00100 (ima) 10.01300 (g) 10.00320 (e\055) ] TJ
T*
[ (le) 14.98100 (vel) -263.99600 (attrib) 19.99480 (ute) -263.98800 (ta) 10.01060 (gs\054) -267 (their) -264.01400 (r) 37.01960 (esponse) -264.01600 (maps) -264.01500 (o) 10.00320 (ver) -263.99800 (entir) 36.99630 (e) -264 (ima) 10.01300 (g) 10.00320 (es) ] TJ
T*
[ (have) -305.98700 (str) 44.99250 (ong) -306.01200 (indication) -306.01800 (of) -306.01500 (face) -305.98400 (locations\056) -477.99100 (This) -305.99600 (fact) -306.01300 (enables) ] TJ
T*
[ (tr) 14.99140 (aining) -418.99400 (LNet) -418.01700 (for) -419.01000 (face) -418.00500 (localization) -419.00500 (with) -418.01600 (only) -419.01600 (ima) 10.01300 (g) 10.00320 (e\055le) 15.01220 (vel) ] TJ
11.95630 TL
T*
[ (annotations\054) -208.92000 (b) 20.00160 (ut) -197.99900 (without) -199.01500 (face) -198.00300 (bounding) -198.98400 (boxes) -197.99900 (or) -199.01300 (landmarks\054) ] TJ
11.95510 TL
T*
[ (whic) 14.99870 (h) -332.01800 (ar) 37.01960 (e) -331.98800 (r) 37.01960 (equir) 36.99260 (ed) -331.98300 (by) -331.98300 (all) -332.00300 (attrib) 19.99540 (ute) -332.01600 (r) 37.01960 (eco) 9.99588 (gnition) -331.98100 (works\056) -555.99500 (\0503\051) ] TJ
T*
[ (It) -335 (also) -335.01900 (demonstr) 15.01100 (ates) -334.00900 (that) -335.01800 (the) -334.99600 (high\055le) 15 (vel) -335.00500 (hidden) -335.02000 (neur) 44.98510 (ons) -334.98600 (of) ] TJ
T*
[ (ANet) -377.01500 (automatically) -377.88200 (disco) 10.01670 (ver) -376.99800 (semantic) -377.01100 (concepts) -376.90300 (after) -377.99300 (pr) 36.98650 (e\055) ] TJ
T*
[ (tr) 14.99140 (aining) -240.00400 (with) -240.00600 (massive) -239 (face) -239.99500 (identities\054) -241.99300 (and) -239.98400 (suc) 14.98520 (h) -239.99400 (concepts) -239.98400 (ar) 36.98650 (e) ] TJ
T*
[ (signi\223cantly) -343.89200 (enric) 14.98770 (hed) -344.01500 (after) -344 (\223ne\055tuning) -343.90600 (with) -343.98900 (attrib) 20.11180 (ute) -344.01400 (ta) 10.01060 (gs\056) ] TJ
11.95630 TL
T*
[ (Eac) 14.98220 (h) -346.01600 (attrib) 19.99480 (ute) -346.01300 (can) -346.01500 (be) -345 (well) -345.99700 (e) 19.99180 (xplained) -345.99500 (with) -345.98900 (a) -346.01600 (spar) 9.98118 (se) -346.01800 (linear) ] TJ
11.95510 TL
T*
[ (combination) -249.98600 (of) -249.98500 (these) -249.98800 (concepts\056) ] TJ
/R12 11.95520 Tf
16.69380 TL
T*
[ (1\056) -249.99000 (Intr) 18.01460 (oduction) ] TJ
/R16 9.96260 Tf
11.95510 -19.18090 Td
[ (F) 14.99200 (ace) -415.98300 (attrib) 20.01500 (utes) -415.99600 (are) -415.98200 (bene\223cial) -417.00800 (for) -416.01000 (multiple) -416.00200 (applications) ] TJ
-11.95550 -11.95510 Td
[ (such) -255.00500 (as) -255.01400 (f) 9.99527 (ace) -254.99000 (v) 14.98280 (eri\223cation) -254.98700 (\133) ] TJ
ET
Q
/R9 cs
0.37646 0.73242 0.27441 scn
q
10 0 0 10 0 0 cm
BT
/R16 9.96260 Tf
1 0 0 1 151.87000 181.20200 Tm
(15) Tj
ET
Q
/R11 cs
1 scn
q
10 0 0 10 0 0 cm
BT
/R16 9.96260 Tf
1 0 0 1 161.83200 181.20200 Tm
(\054) Tj
ET
Q
/R9 cs
0.37646 0.73242 0.27441 scn
q
10 0 0 10 0 0 cm
BT
/R16 9.96260 Tf
1 0 0 1 166.87300 181.20200 Tm
(2) Tj
ET
Q
/R11 cs
1 scn
q
10 0 0 10 0 0 cm
BT
/R16 9.96260 Tf
1 0 0 1 171.85500 181.20200 Tm
(\054) Tj
ET
Q
/R9 cs
0.37646 0.73242 0.27441 scn
q
10 0 0 10 0 0 cm
BT
/R16 9.96260 Tf
1 0 0 1 176.88600 181.20200 Tm
(24) Tj
ET
Q
/R11 cs
1 scn
q
10 0 0 10 0 0 cm
BT
/R16 9.96260 Tf
1 0 0 1 186.84800 181.20200 Tm
[ (\135\054) -255.99800 (identi\223cation) -255 (\133) ] TJ
ET
Q
/R9 cs
0.37646 0.73242 0.27441 scn
q
10 0 0 10 0 0 cm
BT
/R16 9.96260 Tf
1 0 0 1 253.64800 181.20200 Tm
(20) Tj
ET
Q
/R11 cs
1 scn
q
10 0 0 10 0 0 cm
BT
/R16 9.96260 Tf
1 0 0 1 263.60900 181.20200 Tm
[ (\135\054) -257.01600 (and) ] TJ
-213.49800 -11.95630 Td
[ (retrie) 25.01480 (v) 24.98110 (al\056) -340.01600 (Predicting) -259.01600 (f) 9.99466 (ace) -260.00900 (attrib) 20.01500 (utes) -259.98200 (from) -259.98600 (images) -260.01300 (in) -259.98400 (the) -259.98800 (wild) ] TJ
11.95630 TL
T*
[ (is) -306.01400 (challenging\054) -319.99000 (because) -307.00900 (of) -305.98700 (comple) 14.99870 (x) -305.98300 (f) 9.99466 (ace) -306 (v) 24.98110 (ariations) -306.00300 (such) -306.99500 (as) ] TJ
11.95510 TL
T*
[ (poses\054) -250.01600 (lightings\054) -250.01800 (and) -249.91300 (occlusions) -249.99900 (as) -249.99600 (sho) 24.99220 (wn) -249.99000 (in) -249.98500 (Fig\056) ] TJ
ET
Q
/R9 cs
0.92969 0.10986 0.14111 scn
q
10 0 0 10 0 0 cm
BT
/R16 9.96260 Tf
1 0 0 1 243.58500 145.33400 Tm
(1) Tj
ET
Q
/R11 cs
1 scn
q
10 0 0 10 0 0 cm
BT
/R16 9.96260 Tf
1 0 0 1 248.56600 145.33400 Tm
(\056) Tj
-186.50000 -12.20700 Td
[ (Attrib) 19.98380 (ute) -289.00300 (recognition) -287.99600 (methods) -288.89700 (are) -288.00300 (generally) -288.92000 (cate) 15.09060 (gorized) ] TJ
-11.95510 -11.95510 Td
[ (into) -236.99500 (tw) 10.00810 (o) -237.01400 (groups\072) -303.01700 (global) -236.99500 (and) -237.01300 (local) -235.98900 (methods\056) -305.98800 (Global) -236.99700 (methods) ] TJ
11.95510 TL
T*
[ (e) 15.01280 (xtract) -550.99900 (features) -551.00700 (from) -550.99500 (the) -550.99900 (entire) -550.99900 (object\054) -625.99600 (where) -551.01100 (accurate) ] TJ
ET
Q
/R28 gs
3.98000 w
/R11 CS
1 SCN
501.12100 998.78100 m
1446.11000 998.78100 l
S
q
10 0 0 10 0 0 cm
BT
/R29 5.97760 Tf
1 0 0 1 60.14100 93.27580 Tm
<02> Tj
/R16 7.97010 Tf
4.31719 -2.81211 Td
[ (Project) -1478.08000 (page\072) ] TJ
ET
Q
/R9 cs
0.92578 0 0.54883 scn
q
10 0 0 10 0 0 cm
BT
/R24 7.97010 Tf
1 0 0 1 138.11800 90.46370 Tm
(http\072\057\057personal\056ie\056cuhk\056edu\056hk\057) Tj
-88.00590 -10.99300 Td
(\037) Tj
4.78203 1.52773 Td
(lz013\057projects\057FaceAttributes\056html) Tj
ET
Q
0 0.41577 0.70898 scn
3226.29000 4853.21000 m
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3217.25000 4853.21000 l
3217.25000 4850.86000 3218.21000 4848.56000 3219.90000 4846.89000 c
3221.58000 4845.23000 3223.91000 4844.28000 3226.29000 4844.28000 c
3226.29000 4853.21000 l
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f
q
3235.34000 4862.16000 411.17200 573.60900 re
W
n
q
421.98000 0 0 -579.12000 3231.54000 5438.76000 cm
/R31 Do
Q
Q
q
3646.51000 4860.21000 m
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f
q
4522.92000 4860.21000 410.94900 575.55900 re
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n
q
417.81000 0 0 -582.72000 4520.34000 5439.36000 cm
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Q
Q
q
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