%PDF-1.3 1 0 obj << /Kids [ 3 0 R 4 0 R 5 0 R 6 0 R 7 0 R 8 0 R 9 0 R 10 0 R 11 0 R ] /Type /Pages /Count 9 >> endobj 2 0 obj << /Title (Top Rank Supervised Binary Coding for Visual Search) /Producer (PyPDF2) /Author (Dongjin Song\054 Wei Liu\054 Rongrong Ji\054 David A\056 Meyer\054 John R\056 Smith) /Subject (2015 IEEE International Conference on Computer Vision) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /TrimBox [ 0 0 612 792 ] /Contents 13 0 R /Resources << /XObject << /x8 14 0 R /x6 17 0 R /x12 20 0 R /x10 23 0 R >> /ExtGState << /s9 26 0 R /R9 29 0 R /R39 32 0 R /s5 33 0 R /s7 36 0 R /s11 39 0 R /a0 << /CA 1 /ca 1 >> /R22 42 0 R >> /Font << /R10 43 0 R /F2 46 0 R /R29 47 0 R /R12 52 0 R /F1 57 0 R /R14 58 0 R /R16 62 0 R /R20 67 0 R /R37 72 0 R /R23 77 0 R /R35 82 0 R /R25 87 0 R /R33 91 0 R /R27 96 0 R /R31 101 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] /ColorSpace << /R19 106 0 R >> >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] /Type /Page /BleedBox [ 0 0 612 792 ] /ArtBox [ 0 0 612 792 ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /TrimBox [ 0 0 612 792 ] /Contents 108 0 R /Resources << /ColorSpace << /R19 106 0 R >> /ExtGState << /R9 29 0 R /R39 32 0 R >> /Font << /R29 47 0 R /R48 109 0 R /R46 114 0 R /R50 117 0 R /F2 121 0 R /R10 43 0 R /R12 52 0 R /F1 122 0 R /R37 72 0 R /R20 67 0 R /R35 82 0 R /R25 87 0 R /R33 91 0 R /R27 96 0 R /R31 101 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] /Type /Page /BleedBox [ 0 0 612 792 ] /ArtBox [ 0 0 612 792 ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /TrimBox [ 0 0 612 792 ] /Contents 123 0 R /Resources << /ColorSpace << /R19 106 0 R >> /ExtGState << /R58 124 0 R /R39 32 0 R >> /Font << /R59 125 0 R /R48 109 0 R /R46 114 0 R /R50 117 0 R /F2 129 0 R /F1 130 0 R /R29 47 0 R /R37 72 0 R /R65 131 0 R /R69 136 0 R /R67 141 0 R /R10 43 0 R /R12 52 0 R /R61 145 0 R /R63 150 0 R /R20 67 0 R /R23 77 0 R /R35 82 0 R /R25 87 0 R /R33 91 0 R /R27 96 0 R /R31 101 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] /Type /Page /BleedBox [ 0 0 612 792 ] /ArtBox [ 0 0 612 792 ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /TrimBox [ 0 0 612 792 ] /Contents 155 0 R /Resources << /ColorSpace << /R19 106 0 R >> /ExtGState << /R58 124 0 R /R39 32 0 R >> /Font << /R79 156 0 R /R48 109 0 R /R46 114 0 R /R50 117 0 R /R77 160 0 R /F2 165 0 R /F1 166 0 R /R37 72 0 R /R29 47 0 R /R69 136 0 R /R12 52 0 R /R10 43 0 R /R67 141 0 R /R61 145 0 R /R63 150 0 R /R20 67 0 R /R23 77 0 R /R35 82 0 R /R25 87 0 R /R33 91 0 R /R27 96 0 R /R31 101 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] /Type /Page /BleedBox [ 0 0 612 792 ] /ArtBox [ 0 0 612 792 ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /TrimBox [ 0 0 612 792 ] /Contents 167 0 R /Resources << /ColorSpace << /R19 106 0 R >> /ExtGState << /R58 124 0 R /R39 32 0 R >> /Font << /R79 156 0 R /R46 114 0 R /R50 117 0 R /R77 160 0 R /F2 168 0 R /F1 169 0 R /R37 72 0 R /R29 47 0 R /R69 136 0 R /R12 52 0 R /R10 43 0 R /R67 141 0 R /R61 145 0 R /R63 150 0 R /R20 67 0 R /R23 77 0 R /R35 82 0 R /R25 87 0 R /R33 91 0 R /R27 96 0 R /R31 101 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] /Type /Page /BleedBox [ 0 0 612 792 ] /ArtBox [ 0 0 612 792 ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /TrimBox [ 0 0 612 792 ] /Contents 170 0 R /Resources << /ColorSpace << /R19 106 0 R >> /ExtGState << /R22 42 0 R /R9 29 0 R /R39 32 0 R >> /Font << /F2 171 0 R /R59 125 0 R /R77 160 0 R /R10 43 0 R /R67 141 0 R /F1 172 0 R /R61 145 0 R /R63 150 0 R /R23 77 0 R /R93 173 0 R /R12 52 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] /Type /Page /BleedBox [ 0 0 612 792 ] /ArtBox [ 0 0 612 792 ] >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /TrimBox [ 0 0 612 792 ] /Contents 176 0 R /Resources << /ColorSpace << /R19 106 0 R >> /ExtGState << /R22 42 0 R /R9 29 0 R /R39 32 0 R >> /Font << /F2 177 0 R /R59 125 0 R /R77 160 0 R /R10 43 0 R /R67 141 0 R /F1 178 0 R /R61 145 0 R /R63 150 0 R /R20 67 0 R /R23 77 0 R /R93 173 0 R /R27 96 0 R /R12 52 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] /Type /Page /BleedBox [ 0 0 612 792 ] /ArtBox [ 0 0 612 792 ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /TrimBox [ 0 0 612 792 ] /Contents 179 0 R /Resources << /ColorSpace << /R19 106 0 R >> /ExtGState << /R22 42 0 R /R9 29 0 R /R39 32 0 R >> /Font << /F2 180 0 R /R77 160 0 R /R10 43 0 R /R67 141 0 R /F1 181 0 R /R61 145 0 R /R63 150 0 R /R20 67 0 R /R23 77 0 R /R12 52 0 R /R27 96 0 R /R31 101 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] /Type /Page /BleedBox [ 0 0 612 792 ] /ArtBox [ 0 0 612 792 ] >> endobj 11 0 obj << /Parent 1 0 R /Rotate 0 /TrimBox [ 0 0 612 792 ] /Contents 182 0 R /Resources << /ColorSpace << /R19 106 0 R >> /ExtGState << /R9 29 0 R /R39 32 0 R >> /Font << /R10 43 0 R /R20 67 0 R /R12 52 0 R /F1 183 0 R /F2 184 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /CropBox [ 0 0 612 792 ] /MediaBox [ 0 0 612 792 ] /Annots [ ] /Type /Page /BleedBox [ 0 0 612 792 ] /ArtBox [ 0 0 612 792 ] >> endobj 12 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 13 0 obj << /Length 20503 >> stream q q q 0.10000 0 0 0.10000 0 0 cm /R9 gs 0 0 0 1 k q 10 0 0 10 0 0 cm BT /R10 14.34600 Tf 1 0 0 1 130.12900 675.06700 Tm [ (T) 91.00140 (op) -248.99300 (Rank) -249.99100 (Super) 8.98722 (vised) -248.98900 (Binary) -250.00500 (Coding) -250 (f) 24.00730 (or) -249 (V) 35.99650 (isual) -249 (Sear) 16.00720 (ch) ] TJ /R12 11.95500 Tf -47.71840 -37.85820 Td [ (Dongjin) -248.99600 (Song) ] TJ /R14 7.97000 Tf 66.75740 4.33906 Td [ <02> 0.24965 ] TJ /R12 11.95500 Tf -78.49220 -18.28590 Td [ (Department) -249.00500 (of) -250 (ECE) ] TJ 12.70200 -13.94770 Td [ (UC) -249.99100 (San) -249.98700 (Die) 13.99600 (go) ] TJ /R16 8.96600 Tf -5.57109 -13.94840 Td (dosong\100ucsd\056edu) Tj /R12 11.95500 Tf 172.42900 41.84300 Td [ (W) 79.00520 (ei) -249.00900 (Liu) ] TJ /R14 7.97000 Tf 38.55510 4.33906 Td [ <02> 0.24812 ] TJ /R12 11.95500 Tf -96.76520 -18.28710 Td [ (School) -249.00900 (of) -250 (Electronic) -250.00200 (Engineering) ] TJ 37.09180 -13.94650 Td [ (Xidian) -249.00500 (Uni) 23.98930 (v) 15.00990 (ersity) ] TJ /R16 8.96600 Tf -11.03590 -13.94840 Td (wliu\100ee\056columbia\056edu) Tj /R12 11.95500 Tf 203.86400 41.84300 Td [ (Rongrong) -249.00500 (Ji) ] TJ -43.82110 -13.94770 Td [ (School) -249.00900 (of) -250.00200 (Information) -249.98900 (Science) ] TJ 33.86840 -13.94690 Td [ (and) -250.01400 (Engineering) ] TJ -6.07305 -13.94770 Td [ (Xiamen) -250.00200 (Uni) 23.99130 (v) 15.00990 (ersity) ] TJ /R16 8.96600 Tf 5.06875 -13.94880 Td (rrji\100xmu\056edu\056cn) Tj /R12 11.95500 Tf -219.00700 -19.92500 Td [ (Da) 18.99010 (vid) -249.01500 (A\056) -249.99800 (Me) 13.99090 (yer) ] TJ -28.26640 -13.94770 Td [ (Department) -249.00500 (of) -250 (Mathematics) ] TJ 32.29020 -13.94690 Td [ (UC) -249.99100 (San) -249.98700 (Die) 13.99490 (go) ] TJ /R16 8.96600 Tf -19.02190 -13.94840 Td (dmeyer\100math\056ucsd\056edu) Tj /R12 11.95500 Tf 174.75300 41.84300 Td [ (John) -248.99900 (R\056) -250.00600 (Smith) ] TJ -8.03359 -13.94770 Td [ (IBM) -248.99900 (T) 73.01350 (\056) -249.00700 (J\056) -250.01200 (W) 79.00520 (atson) ] TJ 2.74375 -13.94690 Td [ (Research) -248.99500 (Center) ] TJ /R16 8.96600 Tf -6.39102 -13.94840 Td (jsmith\100us\056ibm\056com) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R10 11.95500 Tf 1 0 0 1 145.99500 478.60400 Tm (Abstract) Tj /R20 9.96300 Tf -80.96020 -25.77890 Td [ (In) -247.01100 (r) 36.01400 (ecent) -247.00200 (year) 9.01284 (s\054) -247.99300 (binary) -248.01600 (coding) -248.01200 (tec) 14.00320 (hniques) -245.99100 (ar) 36 (e) -246.99300 (becoming) ] TJ -14.92270 -11.95590 Td [ (incr) 37.01190 (easingly) -199.99400 (popular) -201.00900 (because) -200.01700 (of) -201.01400 (their) -200.99900 (high) -199.98300 (ef) 17.00870 (\223ciency) -199.99300 (in) -199.99300 (han\055) ] TJ 11.95470 TL T* [ (dling) -265.99000 (lar) 36.01830 (g) 9.98384 (e\055scale) -265.00500 (computer) -266.00600 (vision) -266.99900 (applications\056) -358.98700 (It) -265.99400 (has) -265.99100 (been) ] TJ T* [ (demonstr) 13.98360 (ated) -215.01100 (that) -217.00500 (supervised) -217.01000 (binary) -217.00300 (coding) -217 (tec) 14.00450 (hniques) -215.01700 (that) ] TJ T* [ (le) 13.98970 (ver) 14.98710 (a) 9.98384 (g) 9.98384 (e) -329.99700 (supervised) -330.98700 (information) -331.01200 (can) -331.00500 (signi\223cantly) -331.01700 (enhance) ] TJ T* [ (the) -309.99600 (coding) -311.01900 (quality) 54.01450 (\054) -324 (and) -310.99800 (hence) -310.98200 (gr) 36 (eatly) -308.98400 (bene\223t) -310.99200 (visual) -310.00900 (sear) 35.99500 (c) 14.99200 (h) ] TJ T* [ (tasks\056) -916.01100 (T) 73.00200 (ypically) 54.99720 (\054) -500.98200 (a) -452 (modern) -452 (binary) -452.01300 (coding) -452.00900 (method) -452.00200 (seeks) ] TJ 11.95550 TL T* [ (to) -324.00700 (learn) -325.00600 (a) -323.98600 (gr) 44.01290 (oup) -324.01500 (of) -324.98800 (coding) -323.99700 (functions) -324.99600 (whic) 14.01670 (h) -323.98700 (compr) 35.99250 (ess) -323.01400 (data) ] TJ T* [ (samples) -286.01900 (into) -286.01100 (binary) -286.00800 (codes\056) -419.01700 (Howe) 13.98970 (ver) 111.00600 (\054) -294.00500 (fe) 14.01180 (w) -285 (methods) -286.01400 (pur) 9.01039 (sued) ] TJ T* [ (the) -375.98300 (coding) -377.00500 (functions) -376.00500 (suc) 14.01790 (h) -376.01500 (that) -375.99200 (the) -377.00300 (pr) 36 (ecision) -375.98300 (at) -375.99600 (the) -377.00300 (top) -376.01000 (of) ] TJ 11.95430 TL T* [ (a) -295.99200 (r) 14.01850 (anking) -294.98300 (list) -296.01800 (accor) 36.01340 (ding) -294.98300 (to) -296.99400 (Hamming) -295.98500 (distances) -295.99300 (of) -296.01200 (the) -296 (g) 9.00304 (en\055) ] TJ T* [ (er) 13.99340 (ated) -393.99300 (binary) -395.00500 (codes) -394.99500 (is) -395.01500 (optimized\056) -745.00900 (In) -394.98100 (this) -395.01100 (paper) 110.00900 (\054) -430.01600 (we) -395.00200 (pr) 44.01290 (o\055) ] TJ T* [ (pose) -381.01200 (a) -382.01300 (no) 9.00365 (vel) -379.99400 (supervised) -381.99600 (binary) -381.00800 (coding) -381.98500 (appr) 44.01050 (oac) 15.00180 (h\054) -413.01500 (namely) ] TJ 11.95550 TL T* [ (T) 90.99830 (o) 1.00531 (p) -442.98100 (Rank) -444.01200 (Supervised) -444.01800 (Binary) -444.01100 (Coding) -443.98400 (\050T) 91.00810 (op\055RSBC\051\054) -442.99600 (whic) 14.01670 (h) ] TJ T* [ (e) 20.00930 (xplicitly) -366.98200 (focuses) -367.00100 (on) -367.01100 (optimizing) -366.99000 (the) -367.98500 (pr) 36 (ecision) -365.98500 (of) -367.01700 (top) -366.99300 (posi\055) ] TJ T* [ (tions) -297.00700 (in) -296.99300 (a) -297.01100 (Hamming\055distance) -298.00900 (r) 14.01920 (anking) -296.00200 (list) -297 (towar) 36.00480 (ds) -296.01000 (pr) 36 (eserv\055) ] TJ T* [ (ing) -338.99800 (the) -339.01000 (supervision) -340.01400 (information\056) -578.00800 (The) -338.99200 (cor) 36.01460 (e) -337.99400 (idea) -340.00600 (is) -338.98900 (to) -338.98400 (tr) 13.99710 (ain) ] TJ T* [ (the) -335.99100 (disciplined) -335.98200 (coding) -335.99400 (functions\054) -357.99700 (by) -336.00900 (whic) 12.99730 (h) -335.00400 (the) -335.99200 (mistak) 8.99079 (es) -334.99400 (at) ] TJ T* [ (the) -359.00600 (top) -360.01400 (of) -360 (a) -358.99900 (Hamming\055distance) -359.99700 (r) 14.01920 (anking) -359.00900 (list) -360.00600 (ar) 36 (e) -357.99000 (penalized) ] TJ 11.95470 TL T* [ (mor) 37.01190 (e) -300.00300 (than) -300 (those) -301.01000 (at) -300.01300 (the) -300 (bottom\056) -461.98300 (T) 90.99830 (o) -299.01200 (solve) -300.00200 (suc) 14.01920 (h) -299.99200 (coding) -300.00200 (func\055) ] TJ T* [ (tions\054) -328.00700 (we) -313.01900 (r) 36.01400 (elax) -311.00200 (the) -313.01600 (original) -313.01200 (discr) 36.01460 (ete) -312.00800 (optimization) -312.01600 (objective) ] TJ T* [ (with) -351.00200 (a) -351 (continuous) -352.01800 (surr) 44.00310 (o) 9.98323 (gate) 10.00160 (\054) -375.98800 (and) -350.99000 (derive) -350.99800 (a) -351.98100 (stoc) 13.99710 (hastic) -350.00100 (gr) 14.00450 (a\055) ] TJ T* [ (dient) -363.98100 (descent) -363.99000 (to) -364 (optimize) -365.00700 (the) -363.98600 (surr) 44.00310 (o) 9.98323 (gate) -363.02000 (objective) 14 (\056) -652.01000 (T) 90.99830 (o) -362.99800 (fur) 19.00340 (\055) ] TJ T* [ (ther) -251.00700 (r) 36.01400 (educe) -250.99500 (the) -250.99000 (tr) 13.99830 (aining) -250.98700 (time) -251.98300 (cost\054) -252.01400 (we) -250.99200 (also) -252.01400 (design) -252.01400 (an) -250.99700 (online) ] TJ 11.95550 TL T* [ (learning) -218.01800 (algorithm) -217.98100 (to) -219.01000 (optimize) -218.01700 (the) -218.99600 (surr) 44.00310 (o) 9.98323 (gate) -217.01100 (objective) -217.99200 (mor) 35.99250 (e) ] TJ T* [ (ef) 17.00870 (\223ciently) 54.99720 (\056) -508 (Empirical) -316.00800 (studies) -317.00700 (based) -315.98100 (upon) -317.01000 (thr) 36.01950 (ee) -315.00600 (benc) 13.99710 (hmark) ] TJ 11.95470 TL T* [ (ima) 9.99487 (g) 9.98384 (e) -319.01800 (datasets) -320 (demonstr) 13.98360 (ate) -319.01500 (that) -320.00400 (the) -319.99500 (pr) 43.99820 (oposed) -319.01500 (binary) -320 (cod\055) ] TJ T* [ (ing) -200.00800 (appr) 44.00930 (oac) 15.00180 (h) -200.01200 (ac) 14.01060 (hie) 14.99440 (ves) -199.98800 (superior) -201.00100 (ima) 9.01406 (g) 9.98323 (e) -199.98400 (sear) 35.99500 (c) 14.99200 (h) -198.99300 (accur) 14.01670 (acy) -199.98600 (o) 9.00304 (ver) ] TJ T* [ (the) -248.98900 (state\055of\055the\055arts\056) ] TJ ET Q /R22 gs 3.98000 w 0 0 0 1 K 501.12100 904.14100 m 1446.10000 904.14100 l S 0 0 0 1 k q 10 0 0 10 0 0 cm BT /R23 5.97800 Tf 1 0 0 1 64.45820 83.81170 Tm [ <02> -0.11333 ] TJ /R12 7.97000 Tf 6.30977 -2.81328 Td [ (W) 80.01810 (ei) -248.97600 (Liu) -250.00800 (w) 9.02432 (as) -248.98800 (with) -250.01600 (IBM) -249.97800 (Research) -250.02400 (when) -249.99300 (this) -249.97900 (w) 9.02432 (ork) -249.00800 (w) 9.02432 (as) -248.98700 (conducted\056) ] TJ ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT -0.00120 Tc /R10 11.95500 Tf 1 0 0 1 308.86300 478.60400 Tm [ (1\056) -249.09500 (Intr) 15.88800 (oduction) ] TJ 0 Tc /R12 9.96300 Tf 11.95510 -21.12230 Td [ (W) 39.01150 (ith) -192.99700 (the) -193.98200 (rapid) -193.98400 (de) 23.99500 (v) 15.00180 (elopment) -192.99400 (of) -194.00400 (massi) 23.99500 (v) 15.00180 (e) -193.00400 (image) -194.00400 (collections) ] TJ -11.95470 -11.95550 Td [ (such) -268.99600 (as) -269.00800 (F) 13.99470 (acebook\054) -273.00500 (Instagram\054) -273.98200 (and) -269.01800 (Flickr) 39.01640 (\054) -274.00700 (ho) 23.98030 (w) -267.98900 (to) -268.99800 (search) -268.98400 (for) ] TJ 11.95470 TL T* [ (visually) -320.98300 (rele) 24.01220 (v) 25 (ant) -319.99500 (images) -321.01400 (ef) 24.01950 (fecti) 25.00950 (v) 15.00180 (ely) -319.99300 (and) -321.00700 (ef) 24.01950 (\223ciently) -320.00200 (has) -321.01200 (be\055) ] TJ T* [ (come) -371.00400 (o) 13.98240 (v) 15.00180 (erwhelmingly) -370.98900 (important\056) -676.00200 (Instead) -371.01100 (of) -372.00600 (e) 14.01180 (xhausti) 25.00460 (v) 15.00180 (ely) ] TJ T* [ (searching) -456.01300 (for) -456.01600 (the) -456.00600 (most) -455.99400 (similar) -457.01800 (images) -456.00400 (with) -456.00900 (respect) -455.98400 (to) -456.01800 (a) ] TJ T* [ (query) -240.98900 (in) -241.00400 (one) -240.98400 (high\055dimensional) -241.98900 (feature) -240.98400 (space\054) -242.98900 (binary) -241.00900 (coding) ] TJ 11.95550 TL T* [ (techniques) -193.99700 (encode) -194.00100 (images) -193.97900 (with) -193.98400 (binary) -194 (codes) -194.01900 (via) -193.97900 (proper) -194.00900 (cod\055) ] TJ T* [ (ing) -190.01000 (functions) -190.01500 (and) -190.99500 (perform) -190.01900 (ef) 24.01950 (\223cient) -189.01000 (searches) -191.00500 (in) -189.99500 (the) -189.98000 (generated) ] TJ T* [ (lo) 25.01930 (w\055dimensional) -323.99700 (code) -324.01100 (space) -324.00200 (\050) ] TJ /R20 9.96300 Tf 120.66000 0 Td [ (i\056e) 14.00200 (\056) ] TJ /R12 9.96300 Tf 12.02540 0 Td [ (\054) -341.99300 (Hamming) -324.00600 (space\051\054) -342.99800 (there\055) ] TJ -132.68600 -11.95470 Td [ (fore) -208.99600 (drastically) -209.01600 (accelerating) -209.01600 (search) -210.01500 (procedures) -208.99100 (and) -208.99100 (also) -209.01600 (sa) 19.01080 (v\055) ] TJ 11.95430 TL T* [ (ing) -489.98700 (storage\056) -1030 (During) -490 (the) -489.99700 (past) -490.01600 (fe) 24.01950 (w) -489.00200 (years\054) -549.98400 (binary) -490.01600 (coding) ] TJ T* [ (\050also) -397.98600 (kno) 23.99260 (wn) -396.99900 (as) ] TJ /R20 9.96300 Tf 66.44140 0 Td (hashing) Tj /R12 9.96300 Tf 35.51990 0 Td (\133) Tj ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 414.14200 325.97700 Tm (26) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 424.10400 325.97700 Tm [ (\135) -397.98600 (in) -398.01100 (the) -398.99600 (literature\051) -397.98100 (techniques) ] TJ -115.24100 -11.95470 Td [ (ha) 19.99590 (v) 13.98240 (e) -292.98300 (been) -294.01800 (widely) -294.98300 (used) -294.01000 (in) -294.99300 (a) -294.00300 (v) 23.98030 (ariety) -293.99800 (of) -293.98300 (computer) -295.01700 (vision) -294.00300 (and) ] TJ 11.95470 TL T* [ (machine) -471.00500 (learning) -471.00800 (applications\054) -527.01300 (including) -471 (object) -471.00500 (recogni\055) ] TJ T* [ (tion) -326.98400 (\133) ] TJ ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 330.94300 290.11300 Tm (23) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 340.90500 290.11300 Tm (\054) Tj ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 346.65700 290.11300 Tm (24) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 356.61900 290.11300 Tm (\054) Tj ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 362.36900 290.11300 Tm (21) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 372.33200 290.11300 Tm [ (\135\054) -345.98500 (scene) -326.98100 (classi\223cation) -327.98600 (\133) ] TJ ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 465.58300 290.11300 Tm (22) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 475.54500 290.11300 Tm [ (\135\054) -345.98200 (image) -326.99600 (retrie) 24 (v) 25 (al) ] TJ -166.68300 -11.95470 Td (\133) Tj ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 312.17900 278.15900 Tm (9) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 317.16100 278.15900 Tm (\054) Tj ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 322.54700 278.15900 Tm (14) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 332.51000 278.15900 Tm (\054) Tj ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 337.89700 278.15900 Tm (8) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 342.87800 278.15900 Tm (\054) Tj ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 348.26400 278.15900 Tm (33) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 358.22700 278.15900 Tm (\054) Tj ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 363.61400 278.15900 Tm (34) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 373.57600 278.15900 Tm (\054) Tj ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 378.96300 278.15900 Tm (20) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 388.92500 278.15900 Tm [ (\135\054) -299.99400 (linear) -291.01800 (classi\223er) -290.98900 (training) -289.98400 (\133) ] TJ ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 498.83000 278.15900 Tm (10) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 508.79300 278.15900 Tm (\054) Tj ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 514.18000 278.15900 Tm (11) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 524.14300 278.15900 Tm [ (\135\054) -299.99200 (ac\055) ] TJ -215.28000 -11.95470 Td [ (ti) 25.01200 (v) 13.98240 (e) -248.99300 (learning) -249.99500 (\133) ] TJ ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 364.35300 266.20400 Tm (15) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 374.31600 266.20400 Tm [ (\135\054) -248.98500 (multi\055task) -250.01200 (learning) -249.99700 (\133) ] TJ ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 463.96900 266.20400 Tm (28) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 473.93100 266.20400 Tm (\135\054) Tj /R20 9.96300 Tf 8.29922 0 Td (etc) Tj /R12 9.96300 Tf 11.61600 0 Td (\056) Tj -173.02900 -14.14920 Td [ (Conceptually) 64.01370 (\054) -428.99700 (a) -393.98200 (typical) -393.98200 (binary) -393.99700 (coding) -393.98200 (method) -394.00200 (e) 14.01180 (xploits) ] TJ -11.95470 -11.95470 Td [ (a) -341.01300 (group) -340.99600 (of) -340.99300 (coding) -341.99300 (functions) ] TJ /R25 9.96300 Tf 117.16400 8.06992 Td [ <02> 0.32836 ] TJ /R27 9.96300 Tf 5.81250 -8.06992 Td [ (h) 0.15683 ] TJ /R29 6.97400 Tf 5.74062 -1.50000 Td [ (k) 0.30806 ] TJ /R31 9.96300 Tf 9.35313 1.49375 Td [ (\072) -0.22544 ] TJ /R33 9.96300 Tf 7.21914 0 Td [ (R) 0.21564 ] TJ /R29 6.97400 Tf 7.19492 3.61523 Td [ (d) -0.30806 ] TJ /R35 9.96300 Tf 9.09688 -3.61523 Td <0203> Tj /R33 9.96300 Tf 14.41450 0 Td [ (H) -0.22544 ] TJ /R25 9.96300 Tf 7.74922 8.07031 Td [ <03> 0.32836 ] TJ /R29 6.97400 Tf 5.81133 -2.06523 Td [ (r) 0.42009 ] TJ 9.99023 TL T* [ (k) 0.30806 ] TJ /R37 6.97400 Tf 4.40273 0 Td [ (\0751) 0.43409 ] TJ /R12 9.96300 Tf 13.98630 3.98516 Td [ (to) -340.98300 (map) ] TJ -207.94400 -13.43980 Td [ (data) -307.98300 (samples) -308.99500 (from) -308.00500 (a) ] TJ /R27 9.96300 Tf 84.78520 0 Td [ (d) 0.48764 ] TJ /R12 9.96300 Tf 5.18477 0 Td [ (\055dimensional) -307.99000 (data) -309.00500 (space) ] TJ /R33 9.96300 Tf 99.97190 0 Td [ (R) 0.21564 ] TJ /R29 6.97400 Tf 7.19492 3.61602 Td [ (d) -0.30806 ] TJ /R12 9.96300 Tf 7.71992 -3.61602 Td [ (to) -308.01000 (an) ] TJ /R27 9.96300 Tf 23.30470 0 Td [ (r) 0.15683 ] TJ /R12 9.96300 Tf 4.77227 0 Td (\055) Tj -232.93300 -11.95470 Td [ (dimensional) -207.98400 (Hamming) -207.99100 (space) ] TJ /R33 9.96300 Tf 116.91300 0 Td [ (H) -0.22544 ] TJ /R29 6.97400 Tf 7.74844 3.61563 Td [ (r) 0.42009 ] TJ /R12 9.96300 Tf 4.41094 -3.61602 Td [ (\054) -215.98000 (such) -209.01100 (that) -208.00100 (original) -209.02000 (samples) ] TJ -129.07300 -11.95470 Td [ (are) -352.98800 (represented) -354.01200 (as) -354.01000 (binary) -352.98600 (codes) -353.98600 (of) -354.01000 (length) ] TJ /R27 9.96300 Tf 172.39200 0 Td [ (r) 0.15683 ] TJ /R12 9.96300 Tf 4.77227 0 Td [ (\056) -620.99400 (Early) -353.00500 (e) 14.01180 (xplo\055) ] TJ -177.16400 -11.95430 Td [ (rations) -197.00300 (in) -197.99300 (binary) -197.99800 (coding\054) -208.00800 (such) -197.99300 (as) -198.00300 (Locality\055Sensiti) 24.00480 (v) 15.00180 (e) -195.98400 (Hashing) ] TJ 11.95470 TL T* [ (\050LSH\051) -271.98300 (\133) ] TJ ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 340.34900 178.83500 Tm (2) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 345.33100 178.83500 Tm [ (\135) -272.01200 (and) -271.99800 (Min\055wise) -273.01200 (Hashing) -272.01700 (\050MinHash\051) -272.99700 (\133) ] TJ ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 495.03100 178.83500 Tm (3) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 500.01300 178.83500 Tm [ (\135\054) -277.99600 (construct) ] TJ -191.14900 -11.95470 Td [ (coding) -280.98600 (functions) -281.01500 (with) -280.98600 (random) -281.99600 (permutations) -281.01500 (or) -281.00600 (projections\056) ] TJ 11.95470 TL T* [ (These) -208.01100 (randomized) -208.99800 (binary) -209.01600 (coding) -207.98100 (methods\054) -216.98400 (ho) 24.00480 (we) 24.98010 (v) 15.00180 (er) 40.00150 (\054) -215.98000 (require) ] TJ T* [ (long) -212.02000 (code) -213.01500 (lengths) -212.98500 (\050) ] TJ /R27 9.96300 Tf 74.97970 0 Td [ (r) 0.15683 ] TJ /R35 9.96300 Tf 7.53906 0 Td [ <04> -0.22299 ] TJ /R31 9.96300 Tf 10.51560 0 Td (1) Tj /R27 9.96300 Tf 4.98047 0 Td [ (\054) -0.22544 ] TJ /R31 9.96300 Tf 4.42773 0 Td (000) Tj /R12 9.96300 Tf 14.94450 0 Td [ (\051) -211.98600 (to) -212.99000 (meet) -213.00500 (search) -212.01500 (requirements\054) ] TJ -117.38800 -11.95430 Td [ (and) -392.99200 (usually) -394.00700 (incur) -393.98200 (inferior) -393.00200 (search) -394.01600 (accurac) 13.98240 (y) -392.99200 (for) -393.01200 (lar) 17.02100 (ge\055scale) ] TJ T* [ (image) -249.01200 (search) -250.00700 (\133) ] TJ ET Q 0.62500 0 1 0 k q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 366.95400 119.06200 Tm (13) Tj ET Q /R19 cs 1 scn q 10 0 0 10 0 0 cm BT /R12 9.96300 Tf 1 0 0 1 376.91600 119.06200 Tm (\135\056) Tj -56.09840 -14.14960 Td [ (Unlik) 9.01774 (e) -240.01400 (the) -242.01100 (early) -241.98700 (randomized) -242.01400 (binary) -241.98900 (coding) -242.01400 (methods) -242.01400 (that) ] TJ -11.95470 -11.95470 Td [ (are) -300.01900 (independent) -299.98400 (of) -301.00100 (data\054) -312.98900 (a) -300.00200 (great) -300.01600 (number) -301.01100 (of) -299.98200 (data\055dependent) ] TJ 11.95430 TL T* [ (binary) -417.01200 (coding) -416.99700 (techniques) -417.00700 (ha) 19.01570 (v) 15.00180 (e) -416.01700 (been) -417.01200 (proposed) -416.99700 (during) -417.00200 (the) ] TJ ET Q /R39 gs Q Q q q 1 1 1 rg /a0 gs 48.40600 786.42200 515.18800 -52.69900 re f q /s5 gs /x6 Do Q q /s7 gs /x8 Do Q q /s9 gs /x10 Do Q q /s11 gs /x12 Do Q Q Q Q q 1 0 0 1 0 0 cm BT /F1 12 Tf 14.40000 TL ET 1 1 1 rg n 270 32 72 14 re f* 0.50000 0.50000 0.50000 rg BT /F2 9 Tf 10.80000 TL ET BT 1 0 0 1 297 35 Tm (1922) Tj T* ET Q endstream endobj 14 0 obj << /Filter /FlateDecode /Resources << /ExtGState << /a0 << /CA 1 /ca 1 >> >> /XObject << /x18 15 0 R >> >> /Length 28 /Group << /Type /Group /S /Transparency /CS /DeviceRGB /I true >> /BBox [ 78 746 96 765 ] /Type /XObject /Subtype /Form >> stream x+O4PH/VЯ0Pp 0 endstream endobj 15 0 obj << /Filter /FlateDecode /Resources 16 0 R /Length 107 /Type /XObject /BBox [ 78 746 96 765 ] /Subtype /Form >> stream xe AC̬wʠ =p,?]%+H-
Jc "82w8VSnGW;"
endstream
endobj
16 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
17 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x15 18 0 R
>>
>>
/Length 28
/Group <<
/Type /Group
/S /Transparency
/CS /DeviceRGB
/I true
>>
/BBox [ 67 752 84 775 ]
/Type /XObject
/Subtype /Form
>>
stream
x+O4PH/VЯ04Up
0
endstream
endobj
18 0 obj
<<
/Filter /FlateDecode
/Resources 19 0 R
/Length 228
/Type /XObject
/BBox [ 67 752 84 775 ]
/Subtype /Form
>>
stream
xeQKn!s ?FPav6R٪TS.
b];15YyR
{7QL.\:Rv/x9l+L7h%1!}i/AI(kz"U&,YO![R hg{3}4/GyYF:!w}Gn+'xJcO9i뽼_-:`
endstream
endobj
19 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
20 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x24 21 0 R
>>
>>
/Length 28
/Group <<
/Type /Group
/S /Transparency
/CS /DeviceRGB
/I true
>>
/BBox [ 133 751 479 772 ]
/Type /XObject
/Subtype /Form
>>
stream
x+O4PH/VЯ02Qp
0
endstream
endobj
21 0 obj
<<
/Filter /FlateDecode
/Resources 22 0 R
/Length 53008
/Type /XObject
/BBox [ 133 751 479 772 ]
/Subtype /Form
>>
stream
xlK8,8?DKs9mavd
{f-8*2Y@H >חk}y}uf`v)_s}1z#*Gw_gX jow\o'1c|Z^G<
A̺X}ay?IT|y~L.[ {Ȟb\3-3]_'X\竵0{+_۾oY-wj+ B;)Aa=/
1~a(>}m_K' >*Q1:?OPnGsQ_`?mzN
?WBB!lU n'S 1Ipzχ1xF_09,}?e){:̹~Gu7g {0mD`pdS)>;ys`Pµx'O
+혝 oI~!p7̵&m=dC+>5ALV"I1"S*CKha#03L4|@p灟vMRQ==*/m"r>@uqo9ͻ;Vz 'ȳ;IBzWR~ihwa8PlT>]fZ8y52)r빃W{B7G/q)}M]elS(k=5^A] сڸc'w!Ll'M=Ȥ뎓z;#կN>\q6r>|8}}Lr$Mo5:>syls+Ǵ`C?/9{Y||jD u#i^\rJ8a|oY+Rxl<{[؏s迨nYaյ[?/^u;+ ,bhL}wrj:ɴdM8^q|m'aQ6;0k_ar|E8HɃpN('&r`V;Rs볩Nk\&W=DDG#5]~M{VyCSRH9ܜXˏt7߾i9ADگ
USڝ|{(hbIRZXg @6Hɹ0Dq;si\Tv<1?mUŏV7bF
p7Y9sƨ*.uz_LբřsB݃ɹ^'_Yae91f+n%A̶d
Ċc#q
CF=Mt'\&ξ)z;L-4:n}41j:mӶ_)\݇ |T@uAƓxAN6Ql;}Ɲ{~_y"g%]nCi']I~,xa?feoɌr0u?V=phldx.Y;~nZL603> \`ęܓ