Person Re-Identification on Market1501
0.96mAPCLIP-SCGI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIP-SCGIBackbone=ViT-B/16, Modality=Image-based, Supervision=External Supervision2026.04 | 0.96 | 97.6 | — | |
| CLIP-ReID + Pose2IDVenue=AAAI23, Backbone=CNN2025.03 | 0.949 | 97.3 | 0.053 | |
| CLASP (TransReID)Backbone=Swin-B2026.01 | 0.946 | 97.1 | — | |
| PromptSG2026.03 | 0.946 | 97 | — | |
| PromptSGBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.946 | 97 | — | |
| CLASP (TransReID)Backbone=Swin-S2026.01 | 0.943 | 96.7 | — | |
| CLIP-ReID + Pose2IDVenue=AAAI23, Backbone=ViT2025.03 | 0.94 | 96.4 | 0.0624 | |
| SOLIDER2024.07 | 0.939 | 96.9 | — | |
| SOLIDERBackbone=Swin-B2026.01 | 0.939 | 96.9 | — | |
| HAPBackbone=ViT-B2026.01 | 0.939 | — | — | |
| PersonMAEBackbone=ViT-B2026.01 | 0.936 | 97.1 | — | |
| PASSBackbone=ViT-B2026.01 | 0.933 | 96.9 | — | |
| KPR_SOLPrompt usage=true, Backbone=SOLIDER2024.07 | 0.932 | 96.6 | — | |
| GPF-Net2025.12 | 0.931 | 98.1 | — | |
| TransReID (w/ camid) + Pose2IDVenue=ICCV21, Backbone=ViT, Variant=with camid2025.03 | 0.9301 | 95.52 | 0.1967 | |
| KPR_SOLPrompt usage=false, Backbone=SOLIDER2024.07 | 0.93 | 96.6 | — | |
| SAGA+CLIMB (Ours)Backbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.927 | 96.6 | — | |
| CLASP (TransReID)Backbone=Swin-T2026.01 | 0.924 | 96.3 | — | |
| Pose-dIVEBase Model=SOLIDER2024.06 | 0.923 | 96.6 | — | |
| DMCL2025.12 | 0.921 | 96.3 | — | |
| CLIMB-ReIDBackbone=ViT-B/16, Modality=Video-based, Supervision=No External Supervision2026.04 | 0.92 | 96.3 | — | |
| SOLIDER2024.06 | 0.916 | 96.1 | — | |
| SAGA-ReID (Ours)Backbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.915 | 96.1 | — | |
| UP-ReIDBackbone=Res-502026.01 | 0.911 | 97.1 | — | |
| NFormer2025.12 | 0.911 | 94.7 | — | |
| ALADIN (Ours)Backbone=ViT-B/16, Method Category=CLIP-based method2026.03 | 0.911 | 96.1 | — | |
| SCINGBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.91 | 96.2 | — | |
| PRO-FDBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.908 | 95.6 | — | |
| CLIP-ReIDBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.905 | 95.4 | — | |
| LDS2024.06 | 0.904 | 95.8 | — | |
| TransReID (w/o camid) + Pose2IDVenue=ICCV21, Backbone=ViT, Variant=without camid2025.03 | 0.9039 | 94.74 | 0.1357 | |
| UniHCPBackbone=ViT-B2026.01 | 0.903 | — | — | |
| Pose-dIVEBase Model=CLIP-reID2024.06 | 0.903 | 95.6 | — | |
| PHABackbone=ViT-B/16, Method Category=ViT-based method, Ref.=CVPR’232026.03 | 0.902 | 96.1 | — | |
| MPN2024.06 | 0.901 | 96.4 | — | |
| CLIP-ReIDVenue=AAAI23, Backbone=CNN2025.03 | 0.898 | 95.7 | 0.0877 | |
| PADEBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.898 | 95.8 | — | |
| CLIP-ReIDVenue=AAAI23, Backbone=ViT2025.03 | 0.897 | 95.4 | 0.0993 | |
| BPBreID2024.07 | 0.897 | 95.5 | — | |
| PFD2024.06 | 0.897 | 95.5 | — | |
| KPR_INPrompt usage=true, Backbone=IN2024.07 | 0.896 | 95.9 | — | |
| CLIP-ReID2026.03 | 0.896 | 95.5 | — | |
| CLIP-ReIDBackbone=ViT-B/16, Method Category=CLIP-based method, Ref.=AAAI’232026.03 | 0.896 | 95.5 | — | |
| FlipReID2024.06 | 0.896 | 95.5 | — | |
| MSINet2024.06 | 0.896 | 95.3 | — | |
| CLIP-reID2024.06 | 0.896 | 95.5 | — | |
| TransReIDBackbone=ViT-B2026.01 | 0.895 | 95.2 | — | |
| PATHBackbone=ViT-B2026.01 | 0.895 | — | — | |
| TransReID2024.06 | 0.895 | 95.2 | — | |
| CAL2024.06 | 0.895 | 95.5 | — | |
| PFD2024.07 | 0.894 | 95.7 | — | |
| ALADIN (Ours)Backbone=ResNet502026.03 | 0.894 | 96 | — | |
| SSGR2024.07 | 0.893 | 96.1 | — | |
| TransReID (w/ camid)Venue=ICCV21, Backbone=ViT, Variant=with camid2025.03 | 0.89 | 95.1 | 0.2759 | |
| BaselineBackbone=ViT-B/16, Method Category=CLIP-based method2026.03 | 0.89 | 95.2 | — | |
| TRANS2024.07 | 0.889 | 95.2 | — | |
| TransReIDInput image size=256x1282026.03 | 0.889 | 95.2 | — | |
| ALDERBackbone=ResNet50, Ref.=TIP’212026.03 | 0.889 | 95.6 | — | |
| TransReIDBackbone=ViT-B/16, Method Category=ViT-based method, Ref.=ICCV’212026.03 | 0.889 | 95.2 | — | |
| TransReIDBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.889 | 95.2 | — | |
| KPR_INPrompt usage=false, Backbone=IN2024.07 | 0.887 | 95.6 | — | |
| ISP2024.07 | 0.886 | 95.3 | — | |
| ISP2025.12 | 0.886 | 95.3 | — | |
| SCSN2024.06 | 0.885 | 95.7 | — | |
| CLIP3DReIDBackbone=ResNet50, Ref.=CVPR’242026.03 | 0.884 | 95.6 | — | |
| SCSN2025.12 | 0.883 | 92.4 | — | |
| MUVA2026.03 | 0.882 | 94.9 | — | |
| IBN-NetBackbone=ResNet50, Ref.=ECCV’182026.03 | 0.882 | 95 | — | |
| VT-ReID2025.12 | 0.881 | 93.8 | — | |
| BaselineBackbone=ResNet502026.03 | 0.881 | 94.7 | — | |
| PAT2024.07 | 0.88 | 95.4 | — | |
| AAformerInput image size=> 256x1282026.03 | 0.88 | 95.4 | — | |
| AAFormer2024.06 | 0.88 | 95.4 | — | |
| SAN2024.06 | 0.88 | 96.1 | — | |
| AGW2024.06 | 0.878 | 95.1 | — | |
| C2F2025.12 | 0.877 | 94.8 | — | |
| DCAL2026.03 | 0.875 | 94.7 | — | |
| DCALBackbone=ViT-B/16, Method Category=ViT-based method, Ref.=CVPR’222026.03 | 0.875 | 94.7 | — | |
| AMDBackbone=ResNet50, Ref.=ICCV’212026.03 | 0.872 | 94.8 | — | |
| CALBackbone=ResNet50, Ref.=ICCV’212026.03 | 0.87 | 94.5 | — | |
| MGN2025.12 | 0.869 | 95.7 | — | |
| FED2024.07 | 0.863 | 95 | — | |
| CDNetBackbone=ResNet50, Ref.=CVPR’212026.03 | 0.86 | 95.1 | — | |
| BoT2024.07 | 0.859 | 94.5 | — | |
| BOTBackbone=ResNet50, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.859 | 94.5 | — | |
| MHN2025.12 | 0.85 | 95.1 | — | |
| CBDB2025.12 | 0.85 | 94.4 | — | |
| HOREID2024.07 | 0.849 | 94.2 | — | |
| OSNetBackbone=ResNet50, Ref.=ICCV’192026.03 | 0.849 | 94.8 | — | |
| PCB2024.07 | 0.816 | 93.8 | — | |
| PCB2025.12 | 0.816 | 93.8 | — | |
| FedCAPRBackbone=ResNet-502025.08 | 0.816 | 92.3 | — | |
| PCBBackbone=ResNet50, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.816 | 93.8 | — | |
| FedKLPR*Backbone=ResNet-50, Components=KLL and KLAW2025.08 | 0.814 | 92.5 | — | |
| TransReID (w/o camid)Venue=ICCV21, Backbone=ViT, Variant=without camid2025.03 | 0.7988 | 91.48 | 0.2193 | |
| FedUCABackbone=ResNet-502025.08 | 0.794 | 92.5 | — | |
| FedUCC+Backbone=ResNet-502025.08 | 0.752 | 90.3 | — | |
| FedARKSTraining domains=Market1501 + CUHK02 + CUHK032026.03 | 0.735 | 89.4 | — | |
| DACSTraining domains=Market1501 + CUHK02 + CUHK032026.03 | 0.721 | 88.2 | — | |
| FedReIDTraining domains=Market1501 + CUHK02 + CUHK032026.03 | 0.718 | 87.6 | — |