Page 273 - 《软件学报》2020年第9期

2894 Journal of Software 软件学报 Vol.31, No.9, September 2020

Table 3 Results of existing unsupervised methods on Market-1501
表 3 现有无监督的方法在 Market-1501 数据集上的结果
DukeMTMC-reID/MSMT17/CUHK03→Market-1501
方法 mAP Rank-1 Rank-5 Rank-10 Rank-20 发表
TJ-AIDL [46] 26.5/−/− 58.2/−/− 74.8/−/− 81.1/−/− 86.5/−/− CVPR2018
†TFusion-uns [47] −− 60.8 74.4 79.3 −− CVPR2018
*DC [55] 41.3 69.2 83.0 87.8 −− arxiv 2019
*HCR [99] 55.3 79.5 91.7 95.7 −− arxiv 2019
*BUC [52] 38.3 66.2 79.6 84.5 −− AAAI2019
PAUL [44] 36.8/40.1/− 66.7/68.5/− −/82.4/− −/87.4/− −− CVPR2019
MAR [43] −/40.0/− −/67.7/− −/81.9/− −/87.3/− −− CVPR2019
PCB-R-PAST [50] 54.6/−/57.3 78.4/−/79.5 − − −− ICCV2019
SSG [48] 58.3/−/− 80.0/−/− 90/−/− 92.4/−/− −− ICCV2019
ISSDA [53] 63.1/−/− 81.3/−/− 92.4/−/− 95.2/−/− −− CVPRW2019
ACT [54] 60.6/−/64.1 80.5/−/81.2 −− −− −− AAAI 2020
HHL [59] 31.4/−/29.8 62.2/−/56.8 78.8/−/74.7 84.0/−/81.4 88.3/−/86.3 ECCV2018
*SyRI [61] −− 65.7 −− −− −− ECCV2018
PTGAN [65] −− −− −− −− −− CVPR2018
SPGAN [63] 22.8/−/− 51.5/−/− 70.1/−/− 76.8/−/− 82.4/−/− CVPR2018
SPGAN+LMP [63] 26.9/−/− 58.1/−/− 76.0/−/− 82.7/−/− 87.9/−/− CVPR2018
ATNet [58] 25.6/−/− 55.7/−/− 73.2/−/− 79.4/−/− 84.5/−/− CVPR2019
DA-2S [56] 27.3/−/28.5 58.5/−/57.6 −− −− −− ICCV2019
CR-GAN [57] 29.6/−/30.4 59.6/−/58.5 −/−/75.8 /−/81.9 −− ICCV2019
CR-GAN+LMP [57] 33.2/−/− 64.5/−/− 79.8/−/− 85.0/−/− −− ICCV2019
ECN [68] 43/−/− 75.1/−/− 87.6/−/− 91.6/−/− 94.5/−/− CVRP2019
*AE [70] 54.0 77.5 89.8 93.4 −− arxiv 2019
AE [70] 58.0/−/− 81.6/−/− 91.9/−/− 94.6/−/− −− arxiv 2019
LAIM [69] 63.8/−/− 84.1/−/− 92.8/−/− 95.4/−/− 96.9/−/− arxiv 2019
MMFA [71] 27.4/−/− 56.7/−/− −− −− −− BMVC2018
CAT+LSRO+LMP [73] 27.8/−/− 57.8/−/− −− −− −− arxiv 2019
UCDA [74] 34.5/−/− 64.3/−/− −− −− −− ICCV2019
CASCL [75] 35.6/35.5/− 64.7/65.4/− 80.2/80.6/− 85.6/86.2/− −− ICCV2019
Table 4 Results of existing unsupervised methods on DukeMTMC-reID
表 4 现有无监督的方法在 DukeMTMC-reID 数据集上的结果
Market-1501/MSMT17/CUHK03→DukeMTMC-reID
方法 mAP Rank-1 Rank-5 Rank-10 Rank-20 发表
TJ-AIDL [46] 23.0/−/− 44.3/−/− 59.6/−/− 65/−/− 70.0/−/− CVPR2018
*DC [55] 30.0 51.5 64.6 70.1 −− arxiv 2019
*HCR [99] 46.8 66.0 78.6 83.4 −− arxiv 2019
*BUC [52] 27.5 47.4 62.6 68.4 −− AAAI2019
PAUL [44] 35.7/53.2/− 56.1/72.0/− −/82.7/− −/86.0/− −− CVPR2019
MAR [43] −/48.0/− −/67.1/− −/79.8/− −/84.2/− −− CVPR2019
PCB-R-PAST [50] 54.3/−/51.8 72.4/−/69.9 −− −− −− ICCV2019
SSG [48] 53.4/−/− 73.0/−/− 80.6/−/− 83.2/−/− −− ICCV2019
ISSDA [53] 54.1/−/− 72.8/−/− 82.9/−/− 85.9/−/− −− CVPRW2019
ACT [54] 54.5/−/35.4 72.4/−/52.8 −− −− −− AAAI 2020
HHL [59] 27.2/−/23.4 46.9/−/42.7 61/−/57.5 66.7/−/64.2 71.9/−/69.1 ECCV2018
SPGAN [63] 22.3/−/− 41.4/−/− 56.6/−/− 63.0/−/− 69.6/−/− CVPR2018
SPGAN+LMP [63] 26.4/−/− 46.9/−/− 62.6/−/− 68.5/−/− 74.0/−/ CVPR2018
ATNet [58] 24.9/−/− 45.1/−/− 59.5/−/− 64.2/−/− 70.1/−/− CVPR2019
DA-2S [56] 30.8/−/27.8 53.5/−/47.7 −− −− −− ICCV2019
CR-GAN [57] 30.0/−/26.9 52.2/−/46.5 −/−/61.6 −/−/67.0 −− ICCV2019
CR-GAN+LMP [57] 33.3/−/− 56.0/−/− 70.5/−/− 74.6/−/− −− ICCV2019
ECN [68] 40.4/−/− 63.3/−/− 75.8/−/− 80.4/−/− 84.2/−/− CVRP2019
*AE [70] 39.0 63.2 75.4 79.4 −− arxiv 2019
AE [70] 46.7/−/− 67.9/−/− 79.2/−/− 83.6/−/− −− arxiv 2019
LAIM [69] 54.4/−/− 74.0/−/− 83.7/−/− 87.4/−/− 90.0/−/− arxiv 2019
MMFA [71] 24.7/−/− 45.3/−/− −− −− −− BMVC2018
CAT+LSRO+LMP [73] 28.7/−/− 50.9/−/− −− −− −− arxiv 2019
UCDA [74] 36.7/−/− 55.4/−/− −− −− −− ICCV2019
CASCL [75] 30.5/37.8/− 51.5/59.3/− 66.7/73.2/− 71.7/77.8/− −− ICCV2019