Person Re-Identification on Seen-domain average (s)
70.4mAPVLADR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VLADRNet.=CLIP, CLIP-ReID integration=false2026.03 | 70.4 | 79.9 | |
| VLADRNet=CLIP, Training Order=Order-22026.03 | 70.3 | 79.8 | |
| DASK†Net=CLIP, Training Order=Order-22026.03 | 68.2 | 77.9 | |
| DASKNet.=CLIP, CLIP-ReID integration=true2026.03 | 68.2 | 78 | |
| DKP†Net=CLIP, Training Order=Order-22026.03 | 67.7 | 77.2 | |
| PAEMANet.=CLIP, CLIP-ReID integration=true2026.03 | 67.6 | 77.2 | |
| LSTKCNet.=CLIP, CLIP-ReID integration=true2026.03 | 67.2 | 77 | |
| DKPNet.=CLIP, CLIP-ReID integration=true2026.03 | 67 | 76.5 | |
| JointTrainTraining Order=Order-2, Publication=-2025.08 | 66.8 | 77.3 | |
| JointTrainPublication=-, Training Order=Order-1, Method Category=-2025.08 | 66.8 | 77.3 | |
| PAEMA†Net=CLIP, Training Order=Order-22026.03 | 66.5 | 76 | |
| LSTKC†Net=CLIP, Training Order=Order-22026.03 | 66.3 | 76.5 | |
| LSTKC++†Net=CLIP, Training Order=Order-22026.03 | 66.2 | 76.9 | |
| DKP++†Net=CLIP, Training Order=Order-22026.03 | 66.1 | 75.8 | |
| DKP++Net.=CLIP, CLIP-ReID integration=true2026.03 | 65.8 | 75.4 | |
| LSTKC++Net.=CLIP, CLIP-ReID integration=true2026.03 | 65.4 | 76.4 | |
| PAEMANet=ViT, Training Order=Order-22026.03 | 60.9 | 70.5 | |
| PAEMANet.=ViT, CLIP-ReID integration=false2026.03 | 60.3 | 70.2 | |
| OursPublication=-, Training Order=Order-1, Method Category=LReID2025.08 | 60.2 | 73.4 | |
| OursTraining Order=Order-2, Publication=-2025.08 | 59.4 | 72.8 | |
| DRENet.=ViT, CLIP-ReID integration=false2026.03 | 58.7 | 70.8 | |
| DASKTraining Order=Order-2, Publication=AAAI 2025, Category=LReID2025.08 | 57.1 | 70 | |
| Joint-CE-TTraining Mode=Joint Training, Triplet Loss=true2021.03 | 57 | 67.7 | |
| DASKPublication=AAAI 2025, Training Order=Order-1, Method Category=LReID2025.08 | 55.4 | 69.3 | |
| DRENet=ViT, Training Order=Order-22026.03 | 54.6 | 64.9 | |
| LSTKC++Net.=ResNet, CLIP-ReID integration=false2026.03 | 54.5 | 64.4 | |
| LSTKC++Net=ResNet, Training Order=Order-22026.03 | 54.4 | 64.2 | |
| KRKCPublication=AAAI 2023, Training Order=Order-1, Method Category=LReID2025.08 | 54.1 | 68.5 | |
| DKP++Net=ResNet, Training Order=Order-22026.03 | 53 | 64.4 | |
| KRKCTraining Order=Order-2, Publication=AAAI 2023, Category=LReID2025.08 | 52.5 | 65.4 | |
| DKPTraining Order=Order-2, Publication=CVPR 2024, Category=LReID2025.08 | 51.3 | 63.2 | |
| DKPNet=ResNet, Training Order=Order-22026.03 | 50.4 | 60.9 | |
| ConRFLPublication=PR 2023, Training Order=Order-1, Method Category=LReID2025.08 | 50.2 | 61.7 | |
| LSTKCPublication=AAAI 2024, Training Order=Order-1, Method Category=LReID2025.08 | 50 | 63.1 | |
| DKPNet.=ResNet, CLIP-ReID integration=false2026.03 | 49.8 | 60.8 | |
| CKPTraining Order=Order-2, Publication=MM 2024, Category=LReID2025.08 | 49.7 | 62.1 | |
| LSTKCTraining Order=Order-2, Publication=AAAI 2024, Category=LReID2025.08 | 49.6 | 62.1 | |
| LSTKCNet.=ResNet, CLIP-ReID integration=false2026.03 | 49.6 | 61.3 | |
| CKPPublication=MM 2024, Training Order=Order-1, Method Category=LReID2025.08 | 49.4 | 62.5 | |
| LSTKCNet=ResNet, Training Order=Order-22026.03 | 48.8 | 59.9 | |
| DASKNet=ResNet, Training Order=Order-22026.03 | 48.3 | 60.5 | |
| DKP++Net.=ResNet, CLIP-ReID integration=false2026.03 | 45.6 | 58.1 | |
| FCSTraining Order=Order-2, Publication=CVPR 2024, Category=CIL2025.08 | 45 | 56 | |
| DASKNet.=ResNet, CLIP-ReID integration=false2026.03 | 44.4 | 57.5 | |
| FCSPublication=CVPR 2024, Training Order=Order-1, Method Category=CIL2025.08 | 44.3 | 54.7 | |
| LwFNet=CLIP, Training Order=Order-22026.03 | 42.6 | 53.5 | |
| LwFNet=ResNet, Training Order=Order-22026.03 | 42.5 | 52.9 | |
| PRAKATraining Order=Order-2, Publication=ICCV 2023, Category=CIL2025.08 | 42.2 | 53.4 | |
| PRAKAPublication=ICCV 2023, Training Order=Order-1, Method Category=CIL2025.08 | 41.3 | 54.2 | |
| LwFNet.=CLIP, CLIP-ReID integration=false2026.03 | 40.4 | 52.4 | |
| LwFPublication=TPAMI 2017, Training Order=Order-1, Method Category=CIL2025.08 | 40.2 | 50.6 | |
| LwFNet.=ResNet, CLIP-ReID integration=false2026.03 | 39.1 | 49.5 | |
| SPDPublication=ICCV 2019, Training Order=Order-1, Method Category=CIL2025.08 | 34.4 | 46.4 | |
| MEGEPublication=TPAMI 2023, Training Order=Order-1, Method Category=LReID2025.08 | 34 | 43.8 | |
| SPDTraining Order=Order-2, Publication=ICCV 2019, Category=CIL2025.08 | 33.9 | 45.5 | |
| AKATraining Order=MA→SY→DU→MS→CU2021.03 | 32.3 | 43.1 | |
| AKAPublication=CVPR 2021, Training Order=Order-1, Method Category=LReID2025.08 | 32.3 | 43.1 | |
| MEGETraining Order=Order-2, Publication=TPAMI 2023, Category=LReID2025.08 | 30.8 | 40.6 | |
| SFT-TTraining Order=MA→SY→DU→MS→CU, Triplet Loss=true2021.03 | 26.9 | 38.7 | |
| SFTTraining Order=MA→SY→DU→MS→CU2021.03 | 25.3 | 37.4 |