%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 ] /Type /Pages /Count 8 >> endobj 2 0 obj << /Title (Implementing a Robust Explanatory Bias in a Person Re\055Identification Network) /Producer (PyPDF2) /Author (Esube Bekele\054 Wallace E\056 Lawson\054 Zachary Horne\054 Sangeet Khemlani) /Subject (2018 IEEE Conference on Computer Vision and Pattern Recognition Workshops) >> endobj 3 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 12 0 R /Resources << /XObject << /x8 13 0 R /x6 16 0 R /x12 19 0 R /x10 22 0 R >> /ExtGState << /s9 25 0 R /R11 28 0 R /s11 29 0 R /a0 << /CA 1 /ca 1 >> /s5 32 0 R /s7 35 0 R >> /Font << /F2 38 0 R /R12 39 0 R /F1 43 0 R /R14 44 0 R /R16 48 0 R /R18 51 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 55 0 R 56 0 R 57 0 R ] >> endobj 4 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 58 0 R /Resources << /ExtGState << /R11 28 0 R >> /Font << /F2 59 0 R /R12 39 0 R /F1 60 0 R /R14 44 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 61 0 R 62 0 R 63 0 R 64 0 R 65 0 R 66 0 R 67 0 R 68 0 R 69 0 R 70 0 R 71 0 R 72 0 R 73 0 R 74 0 R 75 0 R 76 0 R ] >> endobj 5 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 77 0 R /Resources << /XObject << /R78 78 0 R /R79 85 0 R /R77 86 0 R /R68 87 0 R /R67 88 0 R /R83 89 0 R /R82 90 0 R /R81 91 0 R /R80 92 0 R /R69 93 0 R /R86 94 0 R /R85 95 0 R /R84 96 0 R >> /ExtGState << /R11 28 0 R /R76 81 0 R /R75 97 0 R >> /Font << /R70 98 0 R /F2 101 0 R /R12 39 0 R /F1 102 0 R /R14 44 0 R /R63 103 0 R /R61 107 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /ColorSpace << /R73 83 0 R /R66 79 0 R >> >> /MediaBox [ 0 0 612 792 ] /Annots [ 111 0 R 112 0 R 113 0 R 114 0 R 115 0 R 116 0 R 117 0 R 118 0 R 119 0 R 120 0 R 121 0 R 122 0 R 123 0 R 124 0 R ] >> endobj 6 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 125 0 R /Resources << /ExtGState << /R11 28 0 R >> /Font << /R112 126 0 R /R110 130 0 R /R116 133 0 R /R114 137 0 R /F2 140 0 R /R12 39 0 R /F1 141 0 R /R14 44 0 R /R63 103 0 R /R18 51 0 R /R61 107 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 142 0 R 143 0 R 144 0 R 145 0 R 146 0 R 147 0 R 148 0 R 149 0 R 150 0 R 151 0 R 152 0 R 153 0 R 154 0 R 155 0 R 156 0 R 157 0 R ] >> endobj 7 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 158 0 R /Resources << /ExtGState << /R11 28 0 R >> /Font << /F2 159 0 R /R12 39 0 R /F1 160 0 R /R14 44 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 161 0 R 162 0 R 163 0 R 164 0 R 165 0 R 166 0 R 167 0 R 168 0 R 169 0 R 170 0 R 171 0 R 172 0 R 173 0 R ] >> endobj 8 0 obj << /Parent 1 0 R /Rotate 0 /Contents 174 0 R /Resources << /XObject << /R163 175 0 R /R162 176 0 R /R161 180 0 R /R160 181 0 R /R152 182 0 R /R150 183 0 R /R164 184 0 R /R151 186 0 R /R149 187 0 R /R159 188 0 R /R82 90 0 R /R81 91 0 R /R69 93 0 R /R68 87 0 R >> /ExtGState << /R11 28 0 R /R76 81 0 R /R75 97 0 R >> /Font << /R145 189 0 R /R157 192 0 R /R147 177 0 R /R155 196 0 R /R14 44 0 R /R153 200 0 R /F2 203 0 R /F1 204 0 R /R12 39 0 R >> /ProcSet [ /Text /ImageC /ImageB /PDF /ImageI ] /ColorSpace << /R73 83 0 R /R66 79 0 R >> >> /Group 185 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 205 0 R 206 0 R 207 0 R 208 0 R ] /Type /Page >> endobj 9 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 209 0 R /Resources << /ExtGState << /R11 28 0 R >> /Font << /R114 137 0 R /F2 210 0 R /R12 39 0 R /F1 211 0 R /R14 44 0 R /R61 107 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 212 0 R 213 0 R 214 0 R 215 0 R 216 0 R 217 0 R 218 0 R 219 0 R 220 0 R 221 0 R ] >> endobj 10 0 obj << /Parent 1 0 R /Rotate 0 /Type /Page /Contents 222 0 R /Resources << /ExtGState << /R11 28 0 R >> /Font << /R18 51 0 R /F2 223 0 R /R12 39 0 R /F1 224 0 R /R14 44 0 R >> /ProcSet [ /ImageC /Text /PDF /ImageI /ImageB ] >> /MediaBox [ 0 0 612 792 ] /Annots [ 225 0 R 226 0 R 227 0 R 228 0 R 229 0 R 230 0 R 231 0 R 232 0 R 233 0 R 234 0 R 235 0 R 236 0 R 237 0 R 238 0 R 239 0 R 240 0 R 241 0 R 242 0 R 243 0 R 244 0 R 245 0 R 246 0 R 247 0 R 248 0 R 249 0 R 250 0 R 251 0 R 252 0 R 253 0 R 254 0 R 255 0 R 256 0 R 257 0 R 258 0 R 259 0 R 260 0 R 261 0 R 262 0 R 263 0 R 264 0 R 265 0 R 266 0 R ] >> endobj 11 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 12 0 obj << /Length 15587 >> stream q q q 0.1 0 0 0.1 0 0 cm /R11 gs 0 g q 10 0 0 10 0 0 cm BT /R12 14.3462 Tf 1 0 0 1 53.4852 675.067 Tm [ (Implementing) -249.994 (a) -250.008 (Rob) 19.9942 (ust) -250.007 (Explanatory) -250.013 (Bias) -250.012 (in) -249.993 (a) -250.008 (P) 20.0061 (erson) -250.002 <52652d6964656e746902636174696f6e> -249.998 (Netw) 9.99285 (ork) ] TJ /R14 11.9552 Tf 61.3789 -37.8582 Td [ (Esube) -250.01 (Bek) 10.0034 (ele) ] TJ -49.7211 -13.9469 Td [ (National) -250 (Research) -250.007 (Council) -249.988 (Fello) 25.012 (w) ] TJ 42.6609 -13.948 Td [ (W) 80 (ashington\054) -250.01 (DC) ] TJ /R16 8.9664 Tf -38.3039 -13.948 Td (esube\056bekele\056ctr\100nrl\056navy\056mil) Tj /R14 11.9552 Tf 205.206 41.843 Td [ (W) 80 (allace) -250.004 (E\056) -250.016 (La) 14.9851 (wson) ] TJ -19.3848 -13.948 Td [ (Na) 19.9904 (v) 24.9834 (al) -249.987 (Research) -250.006 (Laboratory) ] TJ 25.757 -13.9469 Td [ (W) 80 (ashington\054) -250.01 (DC) ] TJ /R16 8.9664 Tf -19.475 -13.948 Td (ed\056lawson\100nrl\056navy\056mil) Tj /R14 11.9552 Tf 173.268 41.843 Td [ (Zachary) -249.989 (Horne) ] TJ -23.1812 -13.948 Td [ (Arizona) -249.997 (State) -250.002 (Uni) 24.9957 (v) 14.9851 (ersity) ] TJ 28.6441 -13.9469 Td [ (Phoenix\054) -250.006 (AZ) ] TJ /R16 8.9664 Tf -25.9371 -13.948 Td (zachary\056horne\100asu\056edu) Tj /R14 11.9552 Tf -160.78 -19.925 Td [ (Sangeet) -250.008 (Khemlani) ] TJ -21.4652 -13.948 Td [ (Na) 19.9904 (v) 24.9834 (al) -249.987 (Research) -250.006 (Laboratory) ] TJ 25.757 -13.948 Td [ (W) 80 (ashington\054) -250.01 (DC) ] TJ /R16 8.9664 Tf -32.925 -13.9469 Td (sunny\056khemlani\100nrl\056navy\056mil) Tj /R12 11.9552 Tf -78.9891 -41.0461 Td (Abstract) Tj /R18 9.9626 Tf -83.9277 -28.807 Td [ (Deep) -426.988 (learning) -428.011 (impr) 44.9937 (o) 10.0032 (ved) -426.991 (attrib) 19.9954 (utes) -427.013 (r) 37.0183 (eco) 9.99588 (gnition) -428.005 <7369676e69022d> ] TJ -11.9551 -11.9559 Td [ (cantly) -368.981 (in) -368.985 (r) 37.0196 (ecent) -368.998 (year) 10 (s\056) -667.017 (Howe) 14.995 (ver) 110.999 (\054) -398.99 (many) -368.99 (of) -368.985 (these) -368.987 (networks) ] TJ 11.9551 TL T* [ (r) 37.0196 (emain) -366.982 (\223blac) 19.9844 (k) -367.002 (boxes\224) -367.015 (and) -366.983 (pr) 44.9839 (o) 10.0032 (viding) -367.012 (a) -368.012 (meaningful) -366.993 (e) 19.9918 (xpla\055) ] TJ T* [ (nation) -293.015 (of) -292.998 (their) -292.989 (decisions) -293.016 (is) -292.996 (a) -293.005 (major) -292.984 (c) 15.0122 (halleng) 9.98853 (e) 15.0122 (\056) -438.983 (When) -293.003 (these) ] TJ T* [ (networks) -363.984 (misidentify) -364.01 (a) -364.013 (per) 10.0057 (son\054) -391.995 (the) 30.0023 (y) -363.983 (should) -363.983 (be) -364.018 (able) -364.005 (to) -364.005 (e) 19.9918 (x\055) ] TJ T* [ (plain) -442.014 (this) -440.999 (mistak) 9.98363 (e) 15.0122 (\056) -884.987 (The) -441.01 (ability) -442.01 (to) -441.012 (g) 10.0032 (ener) 15.0196 (ate) -441.997 (e) 19.9918 (xplanations) ] TJ T* [ (compelling) -339.006 (enough) -338.981 (to) -338.99 (serve) -337.984 (as) -338.991 (useful) -339.016 (accounts) -339.017 (of) -338.99 (the) -338.995 (sys\055) ] TJ 11.9559 TL T* [ (tem\047) 39.9958 (s) -237.993 (oper) 14.9895 (ations) -238.003 (at) -237.987 (a) -237.995 (very) -238.007 (high) -238.017 (human\055le) 15 (vel) -238.002 (is) -237.987 (still) -238.004 (in) -237.987 (its) -238.019 (in\055) ] TJ 11.9551 TL T* [ (fancy) 55.019 (\056) -428.985 (In) -289.009 (this) -290.004 (paper) 111.018 (\054) -299.006 (we) -289.982 (utilize) -289.995 (per) 10.0057 (son) -288.995 (r) 37.0183 <652d6964656e746902636174696f6e> -290.02 (\050r) 37.0159 (e\055) ] TJ T* [ (ID\051) -353.984 (networks) -353.985 (as) -354.989 (a) -354.014 (platform) -354.013 (to) -354.987 (g) 10.0032 (ener) 15.0196 (ate) -354.012 (e) 19.9918 (xplanations\056) -623.016 (W) 91.9871 (e) ] TJ T* [ (pr) 44.9839 (opose) -231.004 (and) -231.005 (implement) -230.992 (a) -231.996 (fr) 14.9914 (ame) 14.9816 (work) -231 (that) -230.996 (can) -231.015 (be) -231.02 (used) -231.988 (to) -231.008 (e) 19.9918 (x\055) ] TJ T* [ (plain) -313.997 (per) 10.0051 (son) -314.01 (r) 37.0196 (e\055ID) -313.995 (using) -313.018 (soft\055biometric) -314.011 (attrib) 19.9942 (utes\056) -502.017 (In) -313.984 (par) 20.0138 (\055) ] TJ 11.9563 TL T* [ (ticular) 110.995 (\054) -239.016 (the) -235.992 (r) 38 (esulting) -236.001 (fr) 14.9914 (ame) 14.9816 (work) -236.019 (embodies) -236.017 (a) -235.995 (co) 9.99833 (gnitively) -236.015 (val\055) ] TJ 11.9551 TL T* [ (idated) -294.984 (e) 19.9924 (xplanatory) -295.992 (bias\072) -399.992 (people) -296.016 (pr) 36.9852 (efer) -295.005 (and) -294.995 (pr) 44.9851 (oduce) -295.982 (e) 19.9918 (xpla\055) ] TJ T* [ (nations) -220.001 (that) -220.017 (concern) -219.014 (inher) 36.9926 (ent) -219.995 (pr) 44.9839 (operties) -220.015 (instead) -220.01 (of) -219.99 (e) 19.9918 (xtrinsic) ] TJ T* [ <696e0375656e6365732e> -302.986 (This) -230.007 (bias) -230.017 (is) -229.007 (pervasive) -229.989 (in) -229.989 (that) -230.016 (it) -229.006 (af) 18.0092 (fects) -229.989 (the) -229.993 <02746e657373> ] TJ T* [ (of) -382.983 (e) 19.9924 (xplanations) -382 (acr) 45.0194 (oss) -383.017 (a) -382.01 (br) 44.9839 (oad) -383.019 (swath) -382.017 (of) -382.983 (conte) 20.004 (xts\054) -415.997 (partic\055) ] TJ T* [ (ularly) -343.014 (those) -342.983 (that) -343.016 (concern) -342.993 <636f6e03696374696e67> -343.003 (or) -344.009 (anomalous) -342.994 (obser) 20.0138 (\055) ] TJ 11.9559 TL T* [ (vations\056) -743.019 (T) 91.9987 (o) -394.008 (e) 19.9918 (xplain) -393.988 (per) 10.0057 (son) -393.997 (r) 37.0196 (e\055ID\054) -394.018 (we) -394.003 (de) 15.0171 (veloped) -394.983 (a) -394.008 (multi\055) ] TJ 11.9551 TL T* [ (attrib) 19.9948 (ute) -235.992 (r) 37.0196 (esidual) -234.989 (network) -236.011 (that) -236.015 (tr) 36.9877 (eat) 0.98758 (s) -235.994 (a) -235.995 (subset) -234.995 (of) -235.988 (its) -236.019 (featur) 37.0012 (es) ] TJ T* [ (as) -332.012 (either) -332.006 (inher) 36.9926 (ent) -332.996 (or) -332.012 (e) 19.9918 (xtrinsic\056) -557.011 (Using) -331.997 (these) -332.013 (attrib) 19.9942 (utes\054) -352.983 (the) ] TJ T* [ (system) -233.006 (g) 10.0032 (ener) 15.0196 (ates) -233.006 (e) 19.9918 (xplanations) -233.005 (based) -233.003 (on) -233.99 (inher) 36.9938 (ent) -233.013 (pr) 44.9851 (operties) ] TJ T* [ (when) -302.989 (the) -303 (similarit) 0.99738 (y) -303.013 (of) -302.996 (two) -302.983 (input) -303.018 (ima) 10.013 (g) 10.0032 (es) -301.986 (is) -302.996 (low) 74.0122 (\054) -315.984 (and) -302.994 (it) -302.994 (g) 10.0032 (en\055) ] TJ T* [ (er) 15.0189 (ates) -290.996 (e) 19.9924 (xplanations) -290.996 (based) -290.993 (on) -291 (e) 19.9918 (xtrinsic) -291.019 (pr) 44.9851 (operties) -292.003 (when) -290.991 (the) ] TJ 11.9559 TL T* [ (similarity) -390.001 (is) -390 (high\056) -730.011 (W) 91.9859 (e) -390.018 (ar) 36.9852 (gue) -390.007 (that) -389.989 (suc) 14.9852 (h) -390.008 (a) -390.008 (fr) 14.9901 (ame) 14.9803 (work) -389.994 (pr) 44.9851 (o\055) ] TJ 11.9551 TL T* [ (vides) -237.99 (a) -237.014 (blueprint) -237.996 (for) -237.981 (how) -236.996 (to) -237.987 (mak) 10.002 (e) -238.004 (the) -237.992 (decisions) -236.987 (of) -237.987 (deep) -237.997 (net\055) ] TJ T* [ (works) -274.006 (compr) 36.9889 (ehensible) -274.011 (to) -275 (human) -274.009 (oper) 14.9901 (ator) 9.98118 (s\056) -382.005 (As) -275.003 (an) -273.984 (interme\055) ] TJ T* [ (diate) -292.99 (step\054) -304.011 (we) -293.001 (demonstr) 15.011 (ate) -293.003 (state\055of\055the\055art) -294.02 (attrib) 19.9942 (ute) -293.003 (r) 37.0183 (eco) 9.99588 (g\055) ] TJ T* [ (nition) -307.99 (perfor) 1.00535 (mance) -307.984 (on) -308.017 (two) -306.982 (pedestrian) -307.989 (datasets) -307.01 (\050PET) 50.0113 (A) -307.983 (and) ] TJ T* [ (P) 89.9887 (A100K\051) -297.02 (and) -296.014 (a) -297.004 (face\055based) -296.012 (attrib) 19.9954 (ute) -297.002 (dataset) -295.997 (\050CelebA\051\056) -296.992 (The) ] TJ 11.9563 TL T* [ (VIP) 79.9909 (eR) -269.995 (dataset) -270.983 (is) -269.981 (then) -271.001 (used) -269.982 (to) -269.982 (g) 10.0032 (ener) 15.0196 (ate) -271.006 (e) 19.9918 (xplanations) -270.019 (for) -270.996 (r) 37.0183 (e\055) ] TJ 11.9551 TL T* [ (ID) -249.998 (with) -250.004 (a) -249.993 (network) -250.009 (tr) 14.9914 (ained) -250.018 (on) -249.988 (PET) 50.0137 (A) -249.994 (attrib) 19.9942 (utes\056) ] TJ /R12 11.9552 Tf 258.75 399.417 Td [ (1\056) -249.989 (Intr) 18.0157 (oduction) ] TJ /R14 9.9626 Tf 11.9551 -23.957 Td [ (Fe) 24.986 (w) -261.993 (deep) -263.012 (learning) -262.018 (systems) -263.015 (can) -262 (generate) -262 (e) 15.0122 (xplanations) -263.01 (of) ] TJ -11.9551 -11.9551 Td [ (their) -259.003 (o) 24.9811 (wn) -259.988 (computations) -258.998 (in) -259.006 (a) -260 (manner) -259.006 (that) -259 (is) -259.981 (comprehensible) ] TJ 11.9559 TL T* [ (to) -370.004 (human) -369.995 (end) -370.012 (users\056) -669.013 (As) -370.007 (a) -369.982 (result\054) -399.992 (researchers) -369.992 (ha) 19.9967 (v) 14.9828 (e) -369.982 (be) 15.0171 (gun) ] TJ 11.9551 TL T* [ (to) -304.015 (e) 15.0122 (xplore) -304.013 (techniques) -304 (for) -303.988 (b) 20.0016 (uilding) -303.988 (e) 15.0122 (xplainable) -303.998 (AI) -303.988 (systems\054) ] TJ T* [ (b) 20.0016 (ut\054) -239.004 (as) -235.017 (Miller) -236.015 (and) -235.995 (his) -235.002 (colleagues) -235.98 (described) -235.01 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R14 9.9626 Tf 1 0 0 1 483.108 420.773 Tm (14) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R14 9.9626 Tf 1 0 0 1 493.071 420.773 Tm [ (\135\054) -238.98 (the) -235.99 (design\055) ] TJ -184.209 -11.9547 Td [ (ers) -273.016 (of) -273.011 (such) -273.981 (systems) -273.013 (seldom) -272.984 (consult) -272.984 (results) -272.989 (from) -273.003 (the) -273.984 (beha) 19.9967 (v\055) ] TJ 11.9551 TL T* [ (ioral) -267.982 (sciences) -267.987 (on) -267.985 (ho) 24.986 (w) -267.992 (humans) -268.004 (generate) -268 (and) -267.99 (e) 25.0105 (v) 24.9811 (aluate) -267.99 (e) 15.0122 (xpla\055) ] TJ T* [ (nations\056) -527.015 (Miller) -322 (et) -321.983 (al\056) -527.005 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R14 9.9626 Tf 1 0 0 1 402.152 384.908 Tm (14) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R14 9.9626 Tf 1 0 0 1 412.114 384.908 Tm [ (\135) -323.01 (ar) 17.9872 (gue) -322.02 (that) -322.01 (progress) -322.01 (on) -322.995 (b) 20.0016 (uilding) ] TJ -103.252 -11.9559 Td [ (e) 15.0122 (xplainable) -341.992 (AI) -341.982 (systems) -341.982 (will) -343.016 (be) -341.982 (limited) -342.021 (until) -341.992 (the) 14.9877 (y) -342.016 (can) -343.007 (rec\055) ] TJ 11.9551 TL T* [ (ognize) -322.99 (and) -323 (adapt) -322.998 (to) -322.993 (human\055le) 25 (v) 14.9828 (el) -323 (e) 15.0122 (xplanatory) -323.015 (biases\056) -530.01 (Oth\055) ] TJ T* [ (erwise\054) -408.003 (these) -376.986 (systems) -376.996 (will) -377.011 (produce) -376.006 (descriptions) -376.991 (that) -376.981 (ha) 19.9967 (v) 14.9828 (e) ] TJ T* [ (limited) -249.995 (e) 15.0122 (xplanatory) -250.01 (v) 24.9811 (alue\056) ] TJ 11.9551 -16.984 Td [ (Person) -484.995 <72652d6964656e746902636174696f6e> -485.012 (\050re\055ID\051) -484.997 (in) 40.0031 (v) 20.0016 (olv) 14.9975 (es) -485.997 (identi) 1.00964 (fying) -486.017 (a) ] TJ -11.9551 -11.9547 Td [ (person) -239.984 (from) -241.009 (a) -240.004 (full) -239.982 (body) -240.019 (q) -1.01454 (ue) 0.98023 (ry) -241.019 (image) -239.984 (and) -239.994 (searching) -241.009 (through) ] TJ T* [ (a) -299.014 (g) 4.98446 (allery) -299.982 (of) -299.006 (e) 15.0122 (xisting) -299.006 (images\056) -458.997 (Re\055ID) -299.004 (netw) 10.0081 (orks) -298.994 (ha) 19.9967 (v) 14.9828 (e) -299.994 (numer) 20.0114 (\055) ] TJ T* [ (ous) -203.988 (applications\072) -287.981 (the) 14.9852 (y) -204 (can) -204.99 (help) -203.99 (track) -204.005 (indi) 25 (viduals) -204.995 (in) -203.995 (real) -204.99 (time) ] TJ 11.9559 TL T* [ (\050i\056e\056\054) -348.013 (as) -329.001 (the) 14.9852 (y) -329 (enter) -329.004 (and) -328.019 (lea) 19.9967 (v) 14.9828 (e) -329.009 (a) -329.009 (particular) -328.994 (video) -328.004 (frame\051\054) -349.005 (in\055) ] TJ 11.9551 TL T* [ (te) 14.9803 (grate) -303.008 (data) -303.006 (from) -304.018 (multiple\055camera) -303.013 (surv) 14.9926 (eillance) -302.998 (setups\054) -317.016 (and) ] TJ T* [ (track) -400.012 (pedestri) 1 (ans) -400.004 (at) -400.009 (dif) 24.986 (ferent) -398.997 (angles) -399.997 (and) -398.987 (vie) 24.986 (wpoints) -400.012 (\133) ] TJ ET Q 0 1 0 rg q 10 0 0 10 0 0 cm BT /R14 9.9626 Tf 1 0 0 1 529.345 248.372 Tm (11) Tj ET Q 0 g q 10 0 0 10 0 0 cm BT /R14 9.9626 Tf 1 0 0 1 539.307 248.372 Tm (\135\056) Tj -230.445 -11.9551 Td [ (Although) -321.003 (there) -319.986 (is) -320.993 (a) -319.991 <7369676e690263616e74> -320.995 (body) -320.005 (of) -321.005 (research) -320 (on) -320.995 (pedes\055) ] TJ 11.9547 TL T* [ (trian) -195.994 (re\055ID\054) -196.016 (most) -196.016 (do) -195.016 (not) -195.989 (ha) 19.9967 (v) 14.9828 (e) -196.011 (an) 15.0171 (y) -196.002 (w) 10.0032 (ay) -196.007 (of) -196.007 (e) 15.0122 (xplaining) -196.002 (their) -195.997 (de\055) ] TJ 11.9563 TL T* [ (cision) -258.989 (making) -258.986 (process) -259.006 (in) -259.003 (a) -258.981 (w) 10.0032 (ay) -259.016 (that) -259 (w) 10.0032 (ould) -260.011 (be) -259.016 (easily) -259 (under) 20.0065 (\055) ] TJ 11.9551 TL T* [ (stood) -274.984 (by) -275.003 (a) -275.018 (human) -274.991 (collaborator) 54.9908 (\056) -386.009 (Most) -274.984 (re\055ID) -274.984 (netw) 10.0081 (orks) -274.998 (focus) ] TJ T* [ (on) -215.013 (end\055to\055end) -215.986 (mapping) -214.989 (of) -216.003 (the) -215.013 (input) -214.994 (image\050s\051) -215.988 (to) -215.013 (the) -215.993 (person\047) 54.981 (s) ] TJ T* [ (identity) -216.003 (l) 0.98758 (abel) -216 (without) -216.003 (reporting) -214.998 (an) 15.0171 (y) -215.998 (intermediate) -214.994 (human) -216.018 (un\055) ] TJ T* [ (derstandable) -338.002 (features\056) -575 (Soft) -339.017 (biometric) -337.993 (attrib) 20.0163 (utes) -338.007 (describe) -338.997 (a) ] TJ T* [ (person) -239.004 (using) -238.009 (both) -238.997 (inherent) -239 (\050e\056g\056\054) -241.014 (age\054) -240 (gender) 39.9982 (\054) -241.014 (b) 20.0016 (uild\051) -239 (and) -239.014 (e) 15.0122 (x\055) ] TJ 11.9559 TL T* [ (trinsic) -395.008 (\050e\056g\056\054) -432.001 (clothing\054) -430.987 (objects) -395.993 (carri) 1.00964 (ed\051) -396.017 (properties\056) -744.988 (In) -396.012 (this) ] TJ 11.9551 TL T* [ (respect\054) -233.995 (soft\055biometrics) -231.01 (attrib) 20.0163 (utes) -229.986 (can) -230.986 (pro) 14.9828 (vide) -229.986 (a) -230.986 (w) 10.0032 (ay) -230 (of) -231.02 (pro\055) ] TJ T* [ (viding) -254.002 (an) -253.997 (e) 15.0122 (xplanation) -254 (in) -253.985 (terms) -254.016 (that) -253.982 (are) -254.987 (commonly) -253.987 (used) -253.987 (and) ] TJ T* [ (readily) -394 (understood) -392.996 (by) -394.003 (these) -394.003 (collaborators\056) -740.984 (The) -394.008 (attrib) 20.0163 (utes) ] TJ T* [ (serv) 14.9803 (e) -323.99 (as) -323.002 (an) -323.985 (intermediate) -323.015 (w) 10.0032 (ay) -323.985 (of) -323.005 (accounting) -324 (for) -323.005 (what) -324.015 (went) ] TJ T* [ (into) -316.981 (the) -316.999 (decision) -317.018 (process) -316.016 (of) -317.006 <72652d6964656e746902636174696f6e2e> -511.003 (Some) -317.016 (recent) ] TJ -13.741 -29.8879 Td (1) Tj ET Q Q Q q q 1 1 1 rg /a0 gs 48.406 786.422 515.188 -52.699 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 14.4 TL ET 1 1 1 rg n 270 47 72 14 re f* 0.5 0.5 0.5 rg BT /F2 9 Tf 10.8 TL ET BT 1 0 0 1 297 50 Tm (2278) Tj T* ET Q endstream endobj 13 0 obj << /Filter /FlateDecode /Resources << /ExtGState << /a0 << /CA 1 /ca 1 >> >> /XObject << /x18 14 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 14 0 obj << /Filter /FlateDecode /Resources 15 0 R /Length 107 /Type /XObject /BBox [ 78 746 96 765 ] /Subtype /Form >> stream xe AC̬wʠ =p,?]%+H-
Jc "82w8VSnGW;"
endstream
endobj
15 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
16 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x15 17 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
17 0 obj
<<
/Filter /FlateDecode
/Resources 18 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
18 0 obj
<<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
>>
endobj
19 0 obj
<<
/Filter /FlateDecode
/Resources <<
/ExtGState <<
/a0 <<
/CA 1
/ca 1
>>
>>
/XObject <<
/x24 20 0 R
>>
>>
/Length 28
/Group <<
/Type /Group
/S /Transparency
/CS /DeviceRGB
/I true
>>
/BBox [ 112 751 500 772 ]
/Type /XObject
/Subtype /Form
>>
stream
x+O4PH/VЯ02Qp
0
endstream
endobj
20 0 obj
<<
/Filter /FlateDecode
/Resources 21 0 R
/Length 56490
/Type /XObject
/BBox [ 112 751 500 772 ]
/Subtype /Form
>>
stream
xtIJ5*|^~x?P9)<<ҥ+kh4}/?>]漿վ]Z Ǭ57W'b~?Kwk6:>rAニxeG1k-/LfߗA̺(egk5>
=KO1{Vux}Ol|_s؟|*>5=k|*a5x}On :97~1s7rX {|>IQQo6|'\#x_ڽC}M7(췀(N
سW#^Ň}|zblnB'\o=r;$s:z-
V3+έ昵 WD/nl ;q"3Pg휅\3C`k7760c9-Cȸ