Person Re-identification on UnSeen Avg
78.1mAPVLADR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VLADRNet=CLIP, Training Order=Order-22026.03 | 78.1 | 72.2 | |
| VLADRNet.=CLIP, CLIP-ReID integration=false2026.03 | 77.8 | 72 | |
| LSTKC++†Net=CLIP, Training Order=Order-22026.03 | 76 | 69.7 | |
| DASK†Net=CLIP, Training Order=Order-22026.03 | 75.9 | 68.8 | |
| PAEMANet.=CLIP, CLIP-ReID integration=true2026.03 | 75.6 | 69.8 | |
| PAEMA†Net=CLIP, Training Order=Order-22026.03 | 75.3 | 68.8 | |
| LSTKCNet.=CLIP, CLIP-ReID integration=true2026.03 | 75.3 | 68.5 | |
| LSTKC†Net=CLIP, Training Order=Order-22026.03 | 74.5 | 68.2 | |
| DASKNet.=CLIP, CLIP-ReID integration=true2026.03 | 74.2 | 66.7 | |
| LSTKC++Net.=CLIP, CLIP-ReID integration=true2026.03 | 74.1 | 67.7 | |
| DKP†Net=CLIP, Training Order=Order-22026.03 | 73.9 | 66.7 | |
| DKP++†Net=CLIP, Training Order=Order-22026.03 | 73.2 | 66.6 | |
| DKP++Net.=CLIP, CLIP-ReID integration=true2026.03 | 73 | 66.2 | |
| DKPNet.=CLIP, CLIP-ReID integration=true2026.03 | 72.5 | 64.9 | |
| PAEMANet=ViT, Training Order=Order-22026.03 | 70.5 | 63.8 | |
| PAEMANet.=ViT, CLIP-ReID integration=false2026.03 | 69.8 | 63.2 | |
| OursPublication=-, Training Order=Order-1, Method Category=LReID2025.08 | 66.1 | 59.5 | |
| OursTraining Order=Order-2, Publication=-2025.08 | 65.8 | 58.7 | |
| DASKTraining Order=Order-2, Publication=AAAI 2025, Category=LReID2025.08 | 65.5 | 57.9 | |
| DASKPublication=AAAI 2025, Training Order=Order-1, Method Category=LReID2025.08 | 65.3 | 58.4 | |
| LSTKC++Net=ResNet, Training Order=Order-22026.03 | 63.4 | 56 | |
| LSTKC++Net.=ResNet, CLIP-ReID integration=false2026.03 | 62.9 | 55.6 | |
| DRENet.=ViT, CLIP-ReID integration=false2026.03 | 62.9 | 58.1 | |
| DKP++Net=ResNet, Training Order=Order-22026.03 | 61 | 54 | |
| DASKNet=ResNet, Training Order=Order-22026.03 | 60 | 52.8 | |
| DRENet=ViT, Training Order=Order-22026.03 | 60 | 54.4 | |
| DASKNet.=ResNet, CLIP-ReID integration=false2026.03 | 59.6 | 52.5 | |
| DKPNet=ResNet, Training Order=Order-22026.03 | 59.5 | 52.4 | |
| JointTrainTraining Order=Order-2, Publication=-2025.08 | 59.4 | 52.6 | |
| KRKCTraining Order=Order-2, Publication=AAAI 2023, Category=LReID2025.08 | 59.4 | 53.4 | |
| JointTrainPublication=-, Training Order=Order-1, Method Category=-2025.08 | 59.4 | 52.6 | |
| KRKCPublication=AAAI 2023, Training Order=Order-1, Method Category=LReID2025.08 | 59.4 | 53 | |
| DKPTraining Order=Order-2, Publication=CVPR 2024, Category=LReID2025.08 | 59 | 51.6 | |
| CKPPublication=MM 2024, Training Order=Order-1, Method Category=LReID2025.08 | 58 | 51 | |
| LSTKCNet.=ResNet, CLIP-ReID integration=false2026.03 | 57.8 | 50.2 | |
| LSTKCTraining Order=Order-2, Publication=AAAI 2024, Category=LReID2025.08 | 57.6 | 49.6 | |
| DKPNet.=ResNet, CLIP-ReID integration=false2026.03 | 57.5 | 50.7 | |
| ConRFLPublication=PR 2023, Training Order=Order-1, Method Category=LReID2025.08 | 57.4 | 52.3 | |
| LSTKCNet=ResNet, Training Order=Order-22026.03 | 57.4 | 49.5 | |
| CKPTraining Order=Order-2, Publication=MM 2024, Category=LReID2025.08 | 57.2 | 50 | |
| LSTKCPublication=AAAI 2024, Training Order=Order-1, Method Category=LReID2025.08 | 57 | 49.9 | |
| DKP++Net.=ResNet, CLIP-ReID integration=false2026.03 | 56.6 | 48.5 | |
| LwFNet.=CLIP, CLIP-ReID integration=false2026.03 | 55 | 47.1 | |
| LwFNet=CLIP, Training Order=Order-22026.03 | 52.8 | 45.4 | |
| FCSTraining Order=Order-2, Publication=CVPR 2024, Category=CIL2025.08 | 52.7 | 45.1 | |
| FCSPublication=CVPR 2024, Training Order=Order-1, Method Category=CIL2025.08 | 52.1 | 44.2 | |
| LwFNet.=ResNet, CLIP-ReID integration=false2026.03 | 50.9 | 43.8 | |
| LwFNet=ResNet, Training Order=Order-22026.03 | 50 | 42.7 | |
| PRAKATraining Order=Order-2, Publication=ICCV 2023, Category=CIL2025.08 | 48.4 | 41.1 | |
| PRAKAPublication=ICCV 2023, Training Order=Order-1, Method Category=CIL2025.08 | 47.7 | 41.6 | |
| MEGEPublication=TPAMI 2023, Training Order=Order-1, Method Category=LReID2025.08 | 47.7 | 44 | |
| LwFPublication=TPAMI 2017, Training Order=Order-1, Method Category=CIL2025.08 | 47.2 | 42.6 | |
| MEGETraining Order=Order-2, Publication=TPAMI 2023, Category=LReID2025.08 | 44.3 | 41.1 | |
| AKAPublication=CVPR 2021, Training Order=Order-1, Method Category=LReID2025.08 | 44.3 | 40.4 | |
| SPDPublication=ICCV 2019, Training Order=Order-1, Method Category=CIL2025.08 | 40.4 | 36.6 | |
| SPDTraining Order=Order-2, Publication=ICCV 2019, Category=CIL2025.08 | 39.8 | 36.3 |