姿态引导的双分支换装行人重识别网络

周思瑶,夏楠,江佳鸿

Pose-guided dual-branch network for clothing-changing person re-identification

Siyao ZHOU,Nan XIA,Jiahong JIANG

表 1 不同方法在PRCC和VC-Clothes数据集上的性能对比

Tab.1 Performance comparison of different methods on PRCC and VC-Clothes datasets

方法 PRCC常规场景 PRCC换衣场景 VC-Clothes常规场景 VC-Clothes换衣场景 mAP/% Rank-1/% mAP/% Rank-1/% mAP/% Rank-1/% mAP/% Rank-1/% PCB[2] 97.0 99.8 38.7 41.8 74.6 87.4 62.2 62.0 AGW[5] 89.0 97.8 37.1 39.7 89.7 91.1 82.1 92.0 CAL[12] 99.2 100. 0 55.8 55.2 95.3 95.1 87.2 92.9 TransReID[6] 97.0 98.2 45.0 42.9 93.8 92.4 81.0 90.4 CRE+BSGA[18] 97.3 99.6 58.7 61.8 88.2 94.4 84.3 84.5 SCNet[15] 97.8 100. 0 59.9 61.3 89.6 94.9 84.4 90.1 IMS-GEP[1] 99.8 99.7 65.8 57.3 94.9 94.7 81.7 81.8 CDM+GCA[7] 94.3 99.3 61.3 64.8 92.8 93.1 82.7 83.7 IRM[4] — — 52.3 54.2 — — 80.1 90.1 PGAL[14] — — 58.7 59.5 — — — — PGNet 99.2 99.8 60.5 63.7 91.3 95.4 84.7 93.3