Person Re-identification on DukeMTMC-reID to Market1501
85.9mAPDAPRH
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DAPRH2026.01 | 85.9 | 94.4 | 97.8 | 98.8 | |
| MMT-DBSCAN + Ours (EvoADA)Backbone=EvoADA, MMT variant=MMT-DBSCAN, Clustering strategy=DBSCAN2021.03 | 84.3 | — | — | — | |
| MCRNVenue=AAAI222026.01 | 83.8 | 93.8 | 97.5 | 98.5 | |
| LF2Venue=ICPR222026.01 | 83.2 | 92.8 | 97.8 | 98.4 | |
| RESLVenue=AAAI222026.01 | 83.1 | 93.2 | 96.8 | 98 | |
| SECRETVenue=AAAI222026.01 | 83 | 93.3 | — | — | |
| CDCLVenue=KBS232026.01 | 81.5 | 92.8 | 97.6 | 98.7 | |
| AWBAdaptation Stage=Post-A, Attention Module=Non-local2020.06 | 81 | 93.5 | 97.4 | 98.3 | |
| AWBVenue=IEEE.TIP222026.01 | 81 | 93.5 | 97.4 | 98.3 | |
| CMFCVenue=ACM.MM222026.01 | 81 | 94 | 97.1 | 98.3 | |
| MMT-DBSCAN + IBN-Net-50Backbone=IBN-Net-50, MMT variant=MMT-DBSCAN, Clustering strategy=DBSCAN2021.03 | 80.5 | — | — | — | |
| MMT-500 + Ours (EvoADA)Backbone=EvoADA, MMT variant=MMT-500, Clustering strategy=k-means2021.03 | 79.9 | — | — | — | |
| GLTVenue=CVPR212026.01 | 79.5 | 92.2 | 96.5 | 97.8 | |
| Non-local2020.06 | 79 | 92.5 | 97.2 | 98.5 | |
| AWBAdaptation Stage=Pre-A, Attention Module=I-CBAM2020.06 | 78.8 | 92.2 | 97.1 | 98.1 | |
| MMT-700 + Ours (EvoADA)Backbone=EvoADA, MMT variant=MMT-700, Clustering strategy=k-means2021.03 | 78.5 | — | — | — | |
| CCTSEVenue=IEEE.TIFS212026.01 | 78.4 | 92.9 | 96.9 | 97.8 | |
| UNRNVenue=AAAI212026.01 | 78.1 | 91.9 | 96.1 | 97.8 | |
| SpCLVenue=NIPS202026.01 | 76.7 | 90.3 | 96.2 | 97.7 | |
| MMT-500 + IBN-Net-50Backbone=IBN-Net-50, MMT variant=MMT-500, Clustering strategy=k-means2021.03 | 76.5 | — | — | — | |
| WaveBlock2020.06 | 76.3 | 90.9 | 96.7 | 97.7 | |
| MMT-DBSCANBackbone=ResNet-50, MMT variant=MMT-DBSCAN, Clustering strategy=DBSCAN2021.03 | 75.6 | — | — | — | |
| I-CBAM2020.06 | 75.4 | 90.1 | 96.1 | 97.4 | |
| MMT-700 + IBN-Net-50Backbone=IBN-Net-50, MMT variant=MMT-700, Clustering strategy=k-means2021.03 | 74.5 | — | — | — | |
| MMT-500Backbone=ResNet-50, MMT variant=MMT-500, Clustering strategy=k-means2021.03 | 71.2 | — | — | — | |
| MMT2020.06 | 71.2 | 87.7 | 94.9 | 96.9 | |
| MMTVenue=ICLR202026.01 | 71.2 | 87.7 | 94.9 | 96.9 | |
| MMT-700Backbone=ResNet-50, MMT variant=MMT-700, Clustering strategy=k-means2021.03 | 69 | — | — | — | |
| AD-cluster2020.06 | 68.3 | 86.7 | 94.4 | 96.5 | |
| DIMGLOVenue=ACM.MM202026.01 | 65.1 | 88.3 | 94.7 | 96.3 | |
| ECN++2020.06 | 63.8 | 84.1 | 92.8 | 95.4 | |
| SNR2020.06 | 61.7 | 82.8 | — | — | |
| ACT2020.06 | 60.6 | 80.5 | — | — | |
| MMCL2020.06 | 60.4 | 84.4 | 92.8 | 95 | |
| PMR-SADA2020.06 | 59.8 | 83 | 91.8 | 94.1 | |
| SSG2020.06 | 58.3 | 80 | 90 | 92.4 | |
| AE2020.06 | 58 | 81.6 | 91.9 | 94.6 | |
| PCB-PAST2020.06 | 54.6 | 78.4 | — | — | |
| CR-GAN2020.06 | 54 | 77.7 | 89.7 | 92.7 | |
| UDAP2020.06 | 53.7 | 75.8 | 89.5 | 93.2 | |
| PDA-Net2020.06 | 47.6 | 75.2 | 86.3 | 90.2 | |
| ECN2020.06 | 43 | 75.1 | 87.6 | 91.6 | |
| CDS2020.06 | 39.9 | 71.6 | 81.2 | 84.7 | |
| ARN2020.06 | 39.4 | 70.3 | 80.4 | 86.3 | |
| BUC2020.06 | 38.3 | 66.2 | 79.6 | 84.5 | |
| OursBackbone=OSNet2024.10 | 34.2 | 64.9 | 81.8 | 90.1 | |
| StyleNeophileBackbone=OSNet2024.10 | 32.2 | 64.7 | 80.2 | 89.1 | |
| AdvStyleBackbone=OSNet2024.10 | 32 | 63.2 | 79.7 | 85 | |
| HHLLearning setting=UDA2020.07 | 31.4 | 62.2 | 78.8 | 84 | |
| HHL2020.06 | 31.4 | 62.2 | 78.8 | 84 | |
| UCDA2020.06 | 30.9 | 60.4 | — | — | |
| L2A-OTLearning setting=DG, Backbone=OSNet-IBN2020.07 | 30.2 | 63.8 | 80.2 | 84.6 | |
| SADABackbone=OSNet2024.10 | 30 | 62.7 | 78.4 | 84.2 | |
| EFDMixBackbone=OSNet2024.10 | 29.3 | 59.5 | 76.5 | 82.5 | |
| DSUBackbone=OSNet2024.10 | 29.3 | 59.9 | 77.2 | 82.8 | |
| CFSM2020.06 | 28.3 | 61.2 | — | — | |
| MixStyleBackbone=OSNet2024.10 | 27.5 | 57.4 | 74.1 | 80.1 | |
| CamStyleLearning setting=UDA2020.07 | 27.4 | 58.8 | 78.2 | 84.3 | |
| TJ-AIDL2020.06 | 26.5 | 58.2 | 74.8 | 81.1 | |
| CrossGradLearning setting=DG, Backbone=OSNet-IBN2020.07 | 26.3 | 56.7 | 73.5 | 79.5 | |
| VanillaLearning setting=DG, Backbone=OSNet-IBN2020.07 | 26.1 | 57.7 | 73.7 | 80 | |
| ATNetLearning setting=UDA2020.07 | 25.6 | 55.7 | 73.2 | 79.4 | |
| OSNet2024.10 | 25 | 52.8 | 70.5 | 77.5 | |
| SPGAN2020.06 | 22.8 | 51.5 | 70.1 | 76.8 | |
| RandomEraseBackbone=OSNet2024.10 | 22.4 | 49.1 | 66.1 | 73 | |
| DropBlockBackbone=OSNet2024.10 | 21.7 | 48.2 | 65.4 | 71.3 | |
| PUL2020.06 | 20.5 | 45.5 | 60.7 | 66.7 |