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<02656c64> -276.02000 (guides) -276.00800 (pr) 44.98390 (o) 10.00320 (vide) -275.98900 (annotated) -275.01200 (ima) 10.01300 (g) 10.00320 (es) -275.99200 (for) -276.01500 (many) -275.98600 (classes\056) -387.98900 (In) ] TJ 11.95590 TL T* [ (this) -395.98700 (work\054) -431.00300 (we) -396.00400 (study) -395.99400 <026e652d6772> 14.99140 (ained) -395.01400 (domain) -395.98300 (adaptation) -395.01500 (as) -396 (a) ] TJ 11.95510 TL T* [ (step) -399.99800 (towar) 37.01100 (ds) -400 (o) 10.00320 (ver) 37.01100 (coming) -399.01100 (the) -400.00400 (dataset) -399.98100 (shift) -400.01900 (between) -399.99500 (easily) ] TJ T* [ (acquir) 36.99810 (ed) -277.99200 (annotat) 0.98023 (ed) -277.99200 (ima) 10.01300 (g) 10.00320 (es) -277.99200 (and) -276.99800 (the) -277.98500 (r) 37.01960 (eal) -277.00500 (world\056) -392.99300 (Adaptation) ] TJ T* [ (has) -221.00600 (not) -221.00500 (been) -220.98200 (studied) -220.99100 (in) -221.01000 (the) -221.01500 <026e652d6772> 14.99140 (ained) -221.98500 (setting) -220.98800 (wher) 36.99380 (e) -220.98800 (anno\055) ] TJ T* [ (tations) -281.00800 (suc) 14.98460 (h) -281.00700 (as) -281 (attrib) 19.99540 (utes) -280.99800 (could) -280.99400 (be) -281.01100 (used) -281 (to) -281 (incr) 36.98890 (ease) -281.00900 (perfor) 19.98200 (\055) ] TJ T* [ (mance) 14.98220 (\056) -424.98500 (Our) -288.99600 (work) -288.01100 (uses) -288.99800 (an) -287.98100 (attrib) 19.99540 (ute) -289.00300 (based) -288.01300 (multi\055task) -289.01100 (adap\055) ] TJ 11.95590 TL T* [ (tation) -269.99700 (loss) -270.00900 (to) -269.98200 (incr) 36.98770 (ease) -269.99200 (accur) 14.98520 (acy) -269.99800 (fr) 44.98640 (om) -269.98700 (a) -269.98900 (baseline) -270.00600 (of) ] TJ /R38 9.96260 Tf 204.77600 0 Td (4) Tj /R40 9.96260 Tf 4.98203 0 Td [ (\072) -0.79889 ] TJ /R38 9.96260 Tf 2.76719 0 Td [ (1\045) -0.29897 ] TJ /R36 9.96260 Tf 15.97380 0 Td (to) Tj /R38 9.96260 Tf -228.49900 -11.95510 Td (19) Tj /R40 9.96260 Tf 9.96289 0 Td [ (\072) -0.80011 ] TJ /R38 9.96260 Tf 2.76719 0 Td [ (1\045) -0.30019 ] TJ /R36 9.96260 Tf 16.88480 0 Td [ (in) -362.00600 (the) -360.99100 (semi\055supervised) -361.98200 (adaptat) 0.98023 (ion) -362 (case) 15.01960 (\056) -644.98800 (Prior) -361.00800 (do\055) ] TJ -29.61480 -11.95510 Td [ (main) -383.99400 (adaptation) -383.01700 (works) -383.98900 (have) -384.01300 (been) -382.99400 (benc) 15.01960 (hmark) 10.01300 (ed) -384.01400 (on) -384.00500 (small) ] TJ 11.95470 TL T* [ (datasets) -325.00600 (suc) 14.98460 (h) -326.01900 (as) -326.01300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 123.34800 333.52900 Tm (46) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 133.31000 333.52900 Tm [ (\135) -324.99800 (with) -325.99100 (a) -325 (total) -325.99200 (of) ] TJ /R38 9.96260 Tf 68.25510 0 Td (795) Tj /R36 9.96260 Tf 18.18670 0 Td [ (ima) 10.01300 (g) 10.00320 (es) -325.98200 (f) 0.98758 (or) -326.01200 (some) ] TJ -169.64000 -11.95510 Td [ (domains\054) -364.01800 (or) -342.01000 (simplistic) -340.99000 (datasets) -341.98500 (suc) 14.98520 (h) -340.99700 (as) -342.00900 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 217.56400 321.57400 Tm (41) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R36 9.96260 Tf 1 0 0 1 227.52600 321.57400 Tm [ (\135) -340.99700 (consisting) -342.01200 (of) ] TJ -177.41400 -11.95510 Td [ (digits\056) -446.98300 (W) 91.98650 (e) -295.99400 (perform) -294.98100 (e) 19.99180 (xperiments) -296.00200 (on) -295 (a) -295.98500 (subset) -296.00500 (of) -294.99700 (a) -295.98500 (ne) 15.01710 (w) -296.01700 (c) 15.01220 (hal\055) ] TJ 11.95590 TL T* [ (lenging) -399.00100 <026e652d6772> 14.99140 (ained) -399.99300 (dataset) -399 (consisting) -398.98200 (of) ] TJ /R38 9.96260 Tf 175.26700 0 Td (1) Tj /R40 9.96260 Tf 4.98125 0 Td [ (\073) -0.79889 ] TJ /R38 9.96260 Tf 4.42773 0 Td (095) Tj /R40 9.96260 Tf 14.94410 0 Td [ (\073) -0.79889 ] TJ /R38 9.96260 Tf 4.42812 0 Td (021) Tj /R36 9.96260 Tf 18.92190 0 Td (im\055) Tj -222.97000 -11.95510 Td [ (a) 10.00320 (g) 10.00320 (es) -255.01400 (of) ] TJ /R38 9.96260 Tf 30.89690 0 Td (2) Tj /R40 9.96260 Tf 4.98203 0 Td [ (\073) -0.80011 ] TJ /R38 9.96260 Tf 4.42695 0 Td (657) Tj /R36 9.96260 Tf 17.48710 0 Td [ (car) -255.00900 (cate) 39.99700 (gories) -254.99200 (dr) 14.98890 (awn) -254.99300 (fr) 44.98640 (om) -255.98900 (e\055commer) 37.01340 (ce) -254.98700 (web\055) ] TJ -57.79300 -11.95510 Td [ (sites) -250.01500 (and) -249.98200 (Goo) 10.01060 (gle) -249.99000 (Str) 36.99260 (eet) -249.99900 (V) 73.99130 (ie) 14.98030 (w) 74.00110 (\056) ] TJ /R28 11.95520 Tf 40.70390 TL T* [ (1\056) -249.99000 (Intr) 18.01460 (oduction) ] TJ /R30 9.96260 Tf 11.95510 -20.54220 Td [ (The) -348.99600 (ultimate) -349.98300 (goal) -348.98800 (of) -349 (image) -350.00400 (recognition) -349.00500 (is) -348.98800 (to) -350.00800 (recognize) ] TJ -11.95510 -11.95470 Td [ (all) -245.00800 (objects) -246.01500 (in) -245.00600 (the) -245.01100 (w) 10 (orld\054) -247.00200 (as) -245.01700 (the) 14.98520 (y) -245.01300 (appear) -246.00400 (in) -245.00600 (their) -245.00600 (natural) -245.98600 (en) 39.99330 (vi\055) ] TJ 11.95630 TL T* [ (ronments\056) -444.98800 (An) -295.98200 (e) 25.01050 (v) 14.98280 (en) -295.00800 (more) -295 (dif) 24.98480 <0263756c74> -295.01900 (task\054) -306.99000 <026e652d677261696e6564> -294.98800 (recog\055) ] TJ 11.95470 TL T* [ (nition\054) -263.99500 (aims) -260.99400 (to) -261.00300 (distinguish) -262.00800 (between) -261.00800 (objects) -260.99300 (in) -261.00300 (the) -261.98800 (s) 0.98513 (ame) -261.99300 (cat\055) ] TJ T* [ (e) 15.01280 (gory) -356.98800 (\050e\056g\056) -630.01000 (dif) 24.98480 (ferent) -355.98200 (bird) -356.98600 (species) -356.00800 (or) -356.99800 (car) -357.01200 (brands\051\056) -630 (Current) ] TJ T* [ (state\055of\055the\055art) -291 <026e652d677261696e6564> -290.98800 <636c6173736902636174696f6e> -291 (methods) -291.01300 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 258.15100 152.73100 Tm (2) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 263.13200 152.73100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 268.52200 152.73100 Tm (5) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 273.50400 152.73100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 278.89300 152.73100 Tm (8) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 283.87500 152.73100 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 50.11210 140.77600 Tm (33) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 60.07460 140.77600 Tm [ (\135) -380.01800 (focus) -380.00600 (on) -380.98500 (fully) -379.99400 (supervised) -379.98800 (learning) -379.99800 (re) 15.00980 (gimes\072) -571.00800 (a) -380.02000 (setting) ] TJ -9.96250 -11.95590 Td [ (where) -303.99300 (human) -304.00400 (annotated) -304.00700 (images) -304.00600 (are) -304 (a) 19.99180 (v) 24.98110 (ailable) -304.01300 (for) -303.99100 (all) -304.01800 (object) ] TJ 11.95510 TL T* [ (cate) 15.01100 (gories) -393.99700 (of) -394.99200 (interest\056) -744.00900 (T) 79.99030 (o) -394.00800 (enable) -394.98900 (these) -394.00300 (methods\054) -430.98700 (datasets) ] TJ T* [ (ha) 19.99730 (v) 14.98280 (e) -392.99800 (been) -392.99200 (proposed) -393.00900 (to) -392 (train) -392.98100 (models) -393.00200 (recognizing) -393.01000 (all) -392.98300 (cate\055) ] TJ T* [ (gories) -249.98200 (and) -249.01200 (scenes) -499.99100 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 128.11900 92.95510 Tm (15) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 138.08200 92.95510 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 143.05300 92.95510 Tm (35) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 153.01600 92.95510 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 157.99700 92.95510 Tm (54) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 167.95900 92.95510 Tm [ (\135\054) -249.99900 (or) -249.99600 (focus) -249.01000 (on) -249.98800 (the) -249.99000 <026e652d677261696e6564> ] TJ -117.84700 -11.95470 Td [ (recognition) -250.00200 (task) -249.98400 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 119.84000 81.00040 Tm (51) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 129.80300 81.00040 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 134.78400 81.00040 Tm (30) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 144.74600 81.00040 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 149.72800 81.00040 Tm (52) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 159.69000 81.00040 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 164.67100 81.00040 Tm (42) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 174.63400 81.00040 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 179.61500 81.00040 Tm (34) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 189.57800 81.00040 Tm (\135\056) Tj ET Q q 3088.62000 4623.47000 2362.55000 979.52300 re W n /R43 cs 1 1 1 scn 2555.42000 3041.97000 4021.45000 3016.09000 re f 1 1 1 scn 2555.42000 3041.97000 4021.45000 3016.09000 re f Q q 4208.77000 4652.13000 565.51600 428.06600 re W n Q q 4208.77000 4652.13000 565.51600 428.06600 re W n q 565.51700 0 0 428.06500 4208.77000 4652.13000 cm /R46 Do Q Q q 3088.62000 4623.47000 2362.55000 979.52300 re W n 11.78160 w 4 M /R43 CS 0 0 0 SCN 4208.47000 4653.20000 565.02300 427.33200 re S Q q 4208.77000 5146.95000 565.51600 428.06600 re W n Q q 4208.77000 5146.95000 565.51600 428.06600 re W n q 565.51700 0 0 428.06500 4208.77000 5146.95000 cm /R48 Do Q Q q 3088.62000 4623.47000 2362.55000 979.52300 re W n 11.78160 w 4 M /R43 CS 0 0 0 SCN 4208.47000 5146.71000 565.02300 430.02700 re S Q q 3088.62000 4623.47000 2362.55000 979.52300 re W n q 577.29800 0 0 428.06500 3560.78000 5146.95000 cm /R50 Do Q 11.78160 w 4 M /R43 CS 0 0 0 SCN 3560.78000 5146.95000 577.29700 428.06600 re S /R43 cs 0 0 0 scn q 10 0 0 10 0 0 cm BT /R51 7.85440 Tf 1 0 0 1 315.23500 537.86600 Tm [ (T) 0.31705 (r) 0.29840 (a) 0.10257 (in) 0.18961 (in) 0.18961 (g) -0.31705 ( ) ] TJ 0.00157 Tc 1.57070 -8.63984 Td [ ( I) 0.98223 (mages) ] TJ -0.00236 Tc -6.28359 -40.84300 Td [ (Re) -0.99156 (al ) -1.01953 (World) -1.01642 ( ) -1.00399 ( ) ] TJ 0 Tc 3.14180 -8.63984 Td [ (Sc) -0.10568 (e) -0.40719 (n) 0.21758 (a) 0.10257 (r) 0.29840 (io) -0.08703 (s) ] TJ ET Q Q q 3556.85000 4652.13000 565.52000 428.06600 re W n q 860.05700 0 0 483.04600 3376.20000 4597.15000 cm /R53 Do Q Q q 3088.62000 4623.47000 2362.55000 979.52300 re W n 11.78160 w 4 M /R43 CS 0 0 0 SCN 3558.11000 4653.20000 565.02700 427.33200 re S Q q 4844.97000 4652.13000 573.37100 428.06600 re W n q 761.87700 0 0 428.06500 4750.72000 4652.13000 cm /R54 Do Q Q q 3088.62000 4623.47000 2362.55000 979.52300 re W n 11.78160 w 4 M /R43 CS 0 0 0 SCN 4845.45000 4651.86000 571.28500 430.02700 re S q 428.06500 0 0 428.06500 4915.66000 5146.95000 cm /R55 Do Q 4915.66000 5146.95000 428.06300 428.06600 re S Q q 10 0 0 10 0 0 cm BT /R30 8.96640 Tf 1 0 0 1 308.86200 451.38800 Tm [ (Figure) -368.00300 (1\056) -1035.01000 (W) 80.01060 (e) -368.01600 (aim) -369 (to) -367.98900 (recognize) -368.99400 <026e65> 1.00200 (\055grained) -369.01500 (objects) -368.01300 (in) -368.98800 (the) -368.00800 (real) ] TJ 10.95900 TL T* [ (w) 10.00920 (orld) -298.99500 (without) -300.01900 (requiring) -299.01900 (lar) 18.01160 (ge) -300.01300 (amounts) -298.98900 (of) -300.00800 (e) 15.01370 (xpensi) 25.00110 (v) 14.98650 (e) -299.00600 (e) 15.01370 (xpert) -299.01100 (anno\055) ] TJ T* [ (tated) -380.99900 (images\056) -702.00800 (Instead\054) -413.01700 (we) -381.00700 (propose) -381.00700 (training) -380.98500 <026e652d677261696e6564> -379.99400 (models) ] TJ T* [ (using) -299.01900 (cheaper) -297.99000 (annotated) -298.98700 (data) -299.01700 (such) -299.00600 (as) -298.00400 <02656c64> -298.98400 (guides) -298.99500 (or) -298.00400 (e\055commerce) ] TJ T* [ (web) -345.98300 (sources) -346.99900 (\050see) ] TJ /R36 8.96640 Tf 65.58010 0 Td [ (top) -345.98800 (r) 45.00850 (ow) ] TJ /R30 8.96640 Tf 28.11290 0 Td [ (\051\056) -599.01600 (W) 80.00790 (e) -346.01300 (adapt) -346.98200 (the) -346.00700 (learned) -346.01300 (models) -346.99900 (to) -345.98600 (our) ] TJ -93.69300 -10.95900 Td [ (task) -249.98400 (using) -250.00800 (only) -250.01400 (a) -249.99700 (sparse) -250.02200 (set) -249.98400 (of) -249.99500 (annotations) -249.98400 (in) -250.01100 (the) -249.98900 (real) -250.02200 (w) 10.00920 (orld\056) ] TJ /R30 9.96260 Tf 11.95510 -37.69180 Td [ (Models) -317.01600 (trained) -318.01300 (on) -316.99600 (these) -318.01600 (datasets) -316.98600 (are) -317.99600 (capable) -317.00600 (of) -317.98600 (outper) 20.01140 (\055) ] TJ -11.95510 -11.95630 Td [ (forming) -308 (humans) -307.99800 (when) -308.02000 (e) 25.01050 (v) 24.98110 (aluated) -308.01700 (on) -308.99700 (benchm) 1 (ark) -309.01200 (tasks) -308.00700 (such) ] TJ 11.95470 TL T* [ (as) -358.99600 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 324.05500 334.99000 Tm (15) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 334.01800 334.99000 Tm (\054) Tj ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 340.08500 334.99000 Tm (44) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 350.04700 334.99000 Tm [ (\135\056) -638.01100 (Ho) 24.98360 (we) 25.01300 (v) 14.98280 (er) 39.98600 (\054) -386.01200 (this) -359.01400 (e) 25.01050 (v) 24.98110 (aluation) -359.00900 (paradigm) -359.99400 (ignores) -359.01900 (a) ] TJ -41.18520 -11.95510 Td [ (k) 10.00320 (e) 15.01220 (y) -374.01100 (challenge) -374.98400 (to) 24.98850 (w) 10 (ards) -374.01400 (the) -374.98600 (de) 25.01540 (v) 14.98280 (elopment) -373.98200 (of) -374.99600 (real) -373.98200 (w) 10.00320 (orld) -374.98200 (ob\055) ] TJ 11.95510 TL T* [ (ject) -350.99500 <636c6173736902636174696f6e> -350.01000 (models\056) -611.98100 (Namely) 64.98920 (\054) -376.01100 <0278> 14.99750 (ed) -350.02000 (datasets) -350.98100 (such) -350.99000 (as) ] TJ T* [ (ImageNet) -302.01800 (or) -303.00600 (Birds) -301.99900 (of) 25.01790 (fer) -301.99900 (a) -301.99400 (sparse) -303.00300 (and) -301.98400 (biased) -302.01300 (sample) -302.00800 (of) -303.00800 (the) ] TJ T* [ (w) 10 (orld) -372.00200 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 339.02900 287.17000 Tm (48) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R30 9.96260 Tf 1 0 0 1 348.99100 287.17000 Tm [ (\135\056) -674.98500 (Thus\054) -403.00900 (t) 0.98758 (o) -372.01100 (achie) 25.01540 (v) 14.98280 (e) -371.98200 (comparable) -372.00200 (performance) -372.01600 (in) ] TJ -40.12930 -11.95630 Td [ (real\055w) 9.99343 (orld) -433.01100 (settings\054) -477.99600 (fully) -433.00600 (supervised) -432.99600 (models) -432.99600 (trained) -433.01100 (with) ] TJ 11.95510 TL T* [ (these) -203.99500 (datasets) -203.98600 (need) -204.98300 (additional) -204.00500 (annotated) -203.98600 (data) -204 (from) -203.99500 (each) -204.99500 (ne) 25.01540 (w) ] TJ T* [ (scenario\056) -304.99800 (Ho) 24.98360 (we) 25.01300 (v) 14.98280 (er) 39.98600 (\054) -239.01600 (collecting) -236.99000 (images) -236.01900 (capturing) -236.01500 (all) -237.00900 (possible) ] TJ T* [ (appearances) -198.01400 (of) -198.98400 (an) -198.00600 (object) -199.01100 (in) -197.99600 (a) -198.01100 (constantly) -198.98600 (changing) -197.98200 (real) -198.99100 (w) 10.00320 (orld) ] TJ T* [ (en) 39.99330 (vironment) -214.98400 (is) -215.01100 (infeasible\056) -298.00400 (The) -215.01800 (lar) 17.99700 (ge) -214.98400 (number) -215.00300 (of) -214.98400 (possible) -214.98400 (im\055) ] TJ T* [ (ages) -291.98800 (mak) 10.01060 (es) -291.98800 (it) -292.01500 (prohibiti) 24.98360 (v) 14.98280 (ely) -291.98100 (e) 15.01220 (xpensi) 25 (v) 14.98280 (e) -291.99500 (to) -293 (obtai) 1 (n) -293.00500 (labeled) -292.02000 (e) 15.01220 (x\055) ] TJ 11.95590 TL T* [ (amples) -320.98300 (for) -321.00800 (e) 25.01050 (v) 14.98280 (ery) -321.00800 (object) -320.99100 (cate) 15.01220 (gory) -320.99500 (in) -320.99500 (the) -320.99500 (real) -321.01000 (w) 10.00320 (orld\056) -522.99600 (More\055) ] TJ 11.95510 TL T* [ (o) 14.98280 (v) 14.98280 (er) 39.98600 (\054) -275.01000 (this) -270.98900 (annotation) -269.99700 (b) 20.00160 (urden) -269.98400 (is) -270.99900 <616d706c69026564> -269.98900 (when) -269.98400 (we) -271.01400 (consider) ] TJ T* [ (recognition) -260 (for) -259.01800 <026e652d677261696e6564> -260.01500 (cate) 15.01220 (gories\056) -338.98300 (In) -259.01600 (this) -260.01100 (setting\054) -262 (only) ] TJ T* [ (e) 15.01220 (xperts) -215.98800 (are) -216.01500 (able) -216 (to) -215.01100 (pro) 14.98520 (vide) -215.98800 (our) -215.99800 (algorithms) -215.99300 (with) -215.97900 (labeled) -215.99300 (data\056) ] TJ 11.95510 -14.88670 Td [ (F) 14.99260 (ortunately) 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