id sid eid entity type fcis-6018 1 1 2832-6024 DATE fcis-6018 2 1 3 CARDINAL fcis-6018 2 2 1 CARDINAL fcis-6018 2 3 2023 21 DATE fcis-6018 2 4 duiyu chen PERSON fcis-6018 2 5 jing chen PERSON fcis-6018 2 6 guangdong university of technology ORG fcis-6018 2 7 guangzhou GPE fcis-6018 2 8 510006 DATE fcis-6018 2 9 china GPE fcis-6018 3 1 cnn ORG fcis-6018 4 1 cnn ORG fcis-6018 4 2 reid PERSON fcis-6018 6 1 cnn ORG fcis-6018 9 1 usl reid. PERSON fcis-6018 11 1 1 CARDINAL fcis-6018 13 1 reid PERSON fcis-6018 16 1 1,2 CARDINAL fcis-6018 17 1 reid PERSON fcis-6018 17 2 usl reid PERSON fcis-6018 17 3 3,4,5 CARDINAL fcis-6018 18 1 cnn ORG fcis-6018 18 2 usl reid PERSON fcis-6018 19 1 two CARDINAL fcis-6018 20 1 firstly ORDINAL fcis-6018 21 1 cnn ORG fcis-6018 21 2 cnn ORG fcis-6018 21 3 1.a CARDINAL fcis-6018 22 1 secondly ORDINAL fcis-6018 22 2 reid PERSON fcis-6018 24 1 luo et.al PERSON fcis-6018 25 1 2 CARDINAL fcis-6018 28 1 years DATE fcis-6018 30 1 8 CARDINAL fcis-6018 30 2 9 CARDINAL fcis-6018 31 1 10 CARDINAL fcis-6018 33 1 cnn ORG fcis-6018 33 2 1.b CARDINAL fcis-6018 34 1 cnn ORG fcis-6018 35 1 cnn ORG fcis-6018 38 1 1 CARDINAL fcis-6018 39 1 cnn ORG fcis-6018 40 1 cnn ORG fcis-6018 43 1 22 CARDINAL fcis-6018 46 1 11 CARDINAL fcis-6018 49 1 three-fold CARDINAL fcis-6018 49 2 1 CARDINAL fcis-6018 49 3 usl reid PERSON fcis-6018 50 1 2 CARDINAL fcis-6018 51 1 3 CARDINAL fcis-6018 51 2 two CARDINAL fcis-6018 51 3 market1501 GPE fcis-6018 52 1 2 CARDINAL fcis-6018 52 2 2.1 CARDINAL fcis-6018 53 1 two CARDINAL fcis-6018 54 1 reid PERSON fcis-6018 54 2 uda reid PERSON fcis-6018 55 1 12,13,14 CARDINAL fcis-6018 58 1 15 CARDINAL fcis-6018 58 2 second ORDINAL fcis-6018 58 3 usl reid PERSON fcis-6018 58 4 16,17 CARDINAL fcis-6018 59 1 fu et.al PERSON fcis-6018 60 1 18 CARDINAL fcis-6018 60 2 two CARDINAL fcis-6018 61 1 ge et.al ORG fcis-6018 62 1 16 CARDINAL fcis-6018 63 1 cnn ORG fcis-6018 64 1 usl reid PERSON fcis-6018 65 1 2.2 CARDINAL fcis-6018 67 1 8 CARDINAL fcis-6018 67 2 one CARDINAL fcis-6018 68 1 19 CARDINAL fcis-6018 68 2 first ORDINAL fcis-6018 68 3 reid PERSON fcis-6018 70 1 transreid PERSON fcis-6018 70 2 cnn ORG fcis-6018 71 1 zhong et.al PERSON fcis-6018 72 1 20 CARDINAL fcis-6018 72 2 cnn ORG fcis-6018 73 1 resnet-50 DATE fcis-6018 74 1 luo et.al PERSON fcis-6018 75 1 21 CARDINAL fcis-6018 76 1 3 CARDINAL fcis-6018 77 1 2 CARDINAL fcis-6018 77 2 3.1 CARDINAL fcis-6018 78 1 section 3.2. LAW fcis-6018 80 1 3.1 CARDINAL fcis-6018 81 1 usl reid GPE fcis-6018 82 1 g1 ORG fcis-6018 82 2 ∈ ORG fcis-6018 82 3 Γ— w Γ— c},where ORG fcis-6018 82 4 w GPE fcis-6018 83 1 cnn ORG fcis-6018 85 1 two CARDINAL fcis-6018 87 1 n = nh Γ— nw = ORG fcis-6018 90 1 1 CARDINAL fcis-6018 90 2 768 CARDINAL fcis-6018 92 1 1 CARDINAL fcis-6018 92 2 2 CARDINAL fcis-6018 92 3 3 CARDINAL fcis-6018 94 1 23 CARDINAL fcis-6018 96 1 msa ORG fcis-6018 99 1 𝑀𝑆𝐴(𝐿𝑁(π‘§π‘™βˆ’1 TIME fcis-6018 100 1 + π‘§π‘™βˆ’1 ( DATE fcis-6018 100 2 2 CARDINAL fcis-6018 101 1 3 CARDINAL fcis-6018 101 2 3.2 CARDINAL fcis-6018 104 1 two CARDINAL fcis-6018 106 1 the next epoch DATE fcis-6018 110 1 1 CARDINAL fcis-6018 110 2 4 CARDINAL fcis-6018 113 1 5 CARDINAL fcis-6018 114 1 1 CARDINAL fcis-6018 114 2 5 CARDINAL fcis-6018 119 1 follow.𝜏is CARDINAL fcis-6018 123 1 6 CARDINAL fcis-6018 123 2 two CARDINAL fcis-6018 123 3 1 CARDINAL fcis-6018 125 1 2 CARDINAL fcis-6018 128 1 1 CARDINAL fcis-6018 128 2 7 CARDINAL fcis-6018 128 3 infonce ORG fcis-6018 130 1 7 CARDINAL fcis-6018 132 1 4 CARDINAL fcis-6018 132 2 4.1 CARDINAL fcis-6018 133 1 market1501 PERSON fcis-6018 133 2 msmt17 GPE fcis-6018 134 1 two CARDINAL fcis-6018 135 1 1/5/10 CARDINAL fcis-6018 136 1 4.2 CARDINAL fcis-6018 137 1 256 CARDINAL fcis-6018 137 2 24 CARDINAL fcis-6018 139 1 64 CARDINAL fcis-6018 139 2 4 CARDINAL fcis-6018 139 3 16 CARDINAL fcis-6018 140 1 5e-4 CARDINAL fcis-6018 141 1 3.5e-4 CARDINAL fcis-6018 141 2 10 CARDINAL fcis-6018 141 3 20 CARDINAL fcis-6018 141 4 50 CARDINAL fcis-6018 142 1 four CARDINAL fcis-6018 142 2 only one CARDINAL fcis-6018 143 1 1 CARDINAL fcis-6018 144 1 three CARDINAL fcis-6018 144 2 market1501 1201 EVENT fcis-6018 144 3 128 CARDINAL fcis-6018 144 4 64 CARDINAL fcis-6018 144 5 11658 DATE fcis-6018 144 6 4.3 CARDINAL fcis-6018 145 1 cnn ORG fcis-6018 146 1 table2 GPE fcis-6018 147 1 3.6% PERCENT fcis-6018 147 2 2.8% PERCENT fcis-6018 147 3 spcl GPE fcis-6018 147 4 market1501 GPE fcis-6018 147 5 14% PERCENT fcis-6018 147 6 20.7% PERCENT fcis-6018 148 1 ssg ORG fcis-6018 148 2 24.3% PERCENT fcis-6018 148 3 13% PERCENT fcis-6018 148 4 market1501 LANGUAGE fcis-6018 148 5 msmt17 PERSON fcis-6018 150 1 usl reid PERSON fcis-6018 150 2 market1501 msmt17 PERSON fcis-6018 150 3 45.5 CARDINAL fcis-6018 150 4 56.4 CARDINAL fcis-6018 150 5 58.3 CARDINAL fcis-6018 150 6 16.6 CARDINAL fcis-6018 150 7 37.6 CARDINAL fcis-6018 150 8 spcl ORG fcis-6018 150 9 76.2 CARDINAL fcis-6018 150 10 19.1 43.3 transcc(ours QUANTITY fcis-6018 150 11 82.6 93.1 CARDINAL fcis-6018 150 12 33.1 63.3 CARDINAL fcis-6018 150 13 market1501 LANGUAGE fcis-6018 153 1 market1501 LANGUAGE fcis-6018 153 2 82.6 93.1 PERCENT fcis-6018 153 3 82.0 92.9 PERCENT fcis-6018 153 4 97.3 CARDINAL fcis-6018 156 1 usl reid PERSON fcis-6018 157 1 1 CARDINAL fcis-6018 157 2 m. zabΕ‚ocki PERSON fcis-6018 157 3 k. gosciewska PERSON fcis-6018 157 4 d. frejlichowski PERSON fcis-6018 157 5 r. hofman PERSON fcis-6018 159 1 4 CARDINAL fcis-6018 160 1 13–27 CARDINAL fcis-6018 161 1 2 CARDINAL fcis-6018 161 2 m. ye, PERSON fcis-6018 161 3 j. shen PERSON fcis-6018 161 4 g. lin PERSON fcis-6018 161 5 t. xiang PERSON fcis-6018 161 6 l. shao PERSON fcis-6018 161 7 s. c. h. hoi PERSON fcis-6018 163 1 mach GPE fcis-6018 165 1 2872–2893 CARDINAL fcis-6018 166 1 3 CARDINAL fcis-6018 166 2 d. wang PERSON fcis-6018 166 3 s. zhang PERSON fcis-6018 166 4 2020 DATE fcis-6018 167 1 10 981–10 DATE fcis-6018 168 1 4 CARDINAL fcis-6018 168 2 z. dai PERSON fcis-6018 168 3 g. wang PERSON fcis-6018 168 4 w. yuan PERSON fcis-6018 168 5 s. zhu PERSON fcis-6018 168 6 asian NORP fcis-6018 168 7 2022 CARDINAL fcis-6018 170 1 5 CARDINAL fcis-6018 170 2 yang PERSON fcis-6018 171 1 yu, a. wu PERSON fcis-6018 172 1 zheng PERSON fcis-6018 172 2 2019 DATE fcis-6018 173 1 3633–3642 CARDINAL fcis-6018 174 1 6 CARDINAL fcis-6018 174 2 z. zhang PERSON fcis-6018 174 3 c. lan PERSON fcis-6018 174 4 w. zeng PERSON fcis-6018 174 5 x. jin PERSON fcis-6018 174 6 z. chen PERSON fcis-6018 174 7 2020 DATE fcis-6018 175 1 3186–3195 CARDINAL fcis-6018 176 1 7 CARDINAL fcis-6018 176 2 h. luo PERSON fcis-6018 176 3 y. gu PERSON fcis-6018 176 4 x. liao PERSON fcis-6018 176 5 s. lai PERSON fcis-6018 176 6 w. jiang PERSON fcis-6018 176 7 2019 DATE fcis-6018 177 1 8 CARDINAL fcis-6018 177 2 a. dosovitskiy PERSON fcis-6018 177 3 l. beyer PERSON fcis-6018 177 4 a. kolesnikov PERSON fcis-6018 177 5 d. weissenborn PERSON fcis-6018 177 6 x. zhai PERSON fcis-6018 177 7 t. unterthiner PERSON fcis-6018 177 8 m. dehghani PERSON fcis-6018 177 9 m. minderer PERSON fcis-6018 177 10 g. heigold PERSON fcis-6018 177 11 s. gelly et al PERSON fcis-6018 177 12 16x16 CARDINAL fcis-6018 177 13 arxiv preprint arxiv:2010.11929, 2020 ORG fcis-6018 178 1 9 CARDINAL fcis-6018 178 2 h. touvron PERSON fcis-6018 178 3 m. cord PERSON fcis-6018 178 4 m. douze PERSON fcis-6018 178 5 f. massa PERSON fcis-6018 178 6 a. sablayrolles PERSON fcis-6018 178 7 h. jegou PERSON fcis-6018 178 8 2021 DATE fcis-6018 178 9 10347–10357 CARDINAL fcis-6018 179 1 10 CARDINAL fcis-6018 179 2 w. su PERSON fcis-6018 179 3 l. lu PERSON fcis-6018 179 4 b. li PERSON fcis-6018 179 5 x. wang PERSON fcis-6018 179 6 j. dai PERSON fcis-6018 179 7 arxiv ORG fcis-6018 179 8 2020 DATE fcis-6018 180 1 25 CARDINAL fcis-6018 181 1 11 CARDINAL fcis-6018 181 2 z. dai PERSON fcis-6018 181 3 g. wang PERSON fcis-6018 181 4 w. yuan PERSON fcis-6018 181 5 s. zhu PERSON fcis-6018 181 6 asian NORP fcis-6018 181 7 2022 CARDINAL fcis-6018 183 1 12 CARDINAL fcis-6018 183 2 z. zhong PERSON fcis-6018 183 3 l. zheng PERSON fcis-6018 183 4 z. luo PERSON fcis-6018 183 5 s. li PERSON fcis-6018 183 6 y. yang PERSON fcis-6018 184 1 mach PERSON fcis-6018 185 1 intell PERSON fcis-6018 187 1 43 DATE fcis-6018 187 2 8 CARDINAL fcis-6018 188 1 2723 CARDINAL fcis-6018 188 2 2738 CARDINAL fcis-6018 188 3 2020 DATE fcis-6018 189 1 13 CARDINAL fcis-6018 189 2 k. zheng PERSON fcis-6018 189 3 w. liu PERSON fcis-6018 189 4 t. mei PERSON fcis-6018 189 5 j. luo PERSON fcis-6018 189 6 z. j. zha PERSON fcis-6018 190 1 5306 DATE fcis-6018 190 2 5315 DATE fcis-6018 190 3 2021 DATE fcis-6018 190 4 14 CARDINAL fcis-6018 190 5 z. zhong PERSON fcis-6018 190 6 l. zheng PERSON fcis-6018 190 7 z. luo PERSON fcis-6018 190 8 s. li PERSON fcis-6018 190 9 y. yang PERSON fcis-6018 190 10 2019 DATE fcis-6018 192 1 15 CARDINAL fcis-6018 192 2 y. dai PERSON fcis-6018 192 3 j. liu PERSON fcis-6018 192 4 y. sun PERSON fcis-6018 192 5 z. tong PERSON fcis-6018 192 6 c. zhang PERSON fcis-6018 193 1 duan PERSON fcis-6018 193 2 reid PERSON fcis-6018 193 3 2021 CARDINAL fcis-6018 194 1 11 CARDINAL fcis-6018 194 2 854 CARDINAL fcis-6018 195 1 16 CARDINAL fcis-6018 195 2 y. ge PERSON fcis-6018 195 3 f. zhu PERSON fcis-6018 195 4 d. chen PERSON fcis-6018 195 5 r. zhao et al PERSON fcis-6018 195 6 reid PERSON fcis-6018 196 1 33 DATE fcis-6018 198 1 11 309–11 CARDINAL fcis-6018 198 2 2020 DATE fcis-6018 199 1 17 CARDINAL fcis-6018 199 2 h. chen PERSON fcis-6018 199 3 b. lagadec PERSON fcis-6018 199 4 f. bremond PERSON fcis-6018 199 5 2021 CARDINAL fcis-6018 199 6 14960 DATE fcis-6018 199 7 14969 DATE fcis-6018 200 1 18 CARDINAL fcis-6018 200 2 y. wei PERSON fcis-6018 200 3 g. wang PERSON fcis-6018 200 4 y. zhou PERSON fcis-6018 200 5 h. shi PERSON fcis-6018 200 6 t. s. huang PERSON fcis-6018 200 7 2019 DATE fcis-6018 201 1 19 CARDINAL fcis-6018 201 2 h. luo PERSON fcis-6018 201 3 p. wang PERSON fcis-6018 201 4 f. wang PERSON fcis-6018 201 5 h. li PERSON fcis-6018 201 6 w. jiang PERSON fcis-6018 201 7 2021 CARDINAL fcis-6018 202 1 20 CARDINAL fcis-6018 202 2 g. zhang PERSON fcis-6018 202 3 p. zhang PERSON fcis-6018 202 4 j. qi PERSON fcis-6018 202 5 h. lu PERSON fcis-6018 202 6 29th ORDINAL fcis-6018 202 7 2021 CARDINAL fcis-6018 203 1 516–525 CARDINAL fcis-6018 204 1 21 CARDINAL fcis-6018 204 2 h. luo PERSON fcis-6018 204 3 p. wang PERSON fcis-6018 204 4 y. xu PERSON fcis-6018 204 5 f. ding PERSON fcis-6018 204 6 y. zhou PERSON fcis-6018 204 7 f. wang PERSON fcis-6018 204 8 h. li PERSON fcis-6018 204 9 r. jin PERSON fcis-6018 204 10 arxiv ORG fcis-6018 204 11 2021 CARDINAL