Chinese Journal of Liquid Crystals and Displays, Volume. 37, Issue 10, 1364(2022)
Improved generative adversarial network for pedestrian re-identification in clothes
Fig. 2. Generate network frame diagram.（a）Self generation network；（b）Mutual generation network.
Fig. 8. Examples of images generated by swapping appearance and structure
Fig. 9. Examples of images generated by switching the appearance or structure code
Table 1. Public datasets details
View tableView in ArticleTable 1. Public datasets details
数据集 ID Train ID Train image Test ID Test image Bbox/ID Cam Market1501 ［21］ 1 501 751 12 936 750 19 732 21.8 6 DukeMTMC-reID ［22］ 1 404 702 16 522 702 17 661 25.9 8
Table 2. Comparison of the algorithm in this paper with existing algorithms
View tableView in ArticleTable 2. Comparison of the algorithm in this paper with existing algorithms
Model Market1501 DukeMTMC-reID Rank-1/% mAP/% Rank-1/% mAP/% PTGAN ［ 12 ］87.7 68.9 78.5 56.9 PNGAN ［ 14 ］89.4 72.6 73.6 53.2 FDGAN ［ 15 ］90.5 77.4 80.0 64.5 DG-Net ［ 17 ］94.8 86.0 86.6 74.8 CSL+MGL ［ 23 ］95.3 86.1 88.1 76.4 PAGAN ［ 24 ］94.1 85.2 84.7 74.2 AP-GAN ［ 13 ］93.4 82.2 84.3 70.5 TransReID ［ 25 ］95.2 89.5 90.7 82.6 Euc ［ 26 ］93.7 79.7 88.3 76.8 FGSAM ［ 27 ］91.5 85.4 85.9 74.1 HOReID ［ 28 ］94.2 85.1 86.9 75.6 MOPN ［ 29 ］94.6 85.1 88.0 76.2 PAFM ［ 30 ］95.1 88.2 90.6 78.6 Ours 95.6 88.6 87.1 75.7
Table 3. Performance evaluation of different improvement points
View tableView in ArticleTable 3. Performance evaluation of different improvement points
不同改进点 Market1501 DukeMTMC-reID （1） （2） Rank-1/% mAP/% Rank-1/% mAP/% × × 94.8 86.0 86.6 74.8 × √ 95.0 87.6 86.9 75.3 √ × 95.2 87.9 86.8 75.0 √ √ 95.6 88.6 87.1 75.7
Get Citation
Copy Citation Text
Yu-xia ZHANG, Jin CHE, Yu-ting HE. Improved generative adversarial network for pedestrian re-identification in clothes[J]. Chinese Journal of Liquid Crystals and Displays, 2022, 37(10): 1364
Category: Research Articles
Received: Mar. 15, 2022
Accepted: --
Published Online: Oct. 10, 2022
The Author Email: Jin CHE (koalache@126.com)
