Person Re-identification on DukeMTMC
94.4R1 AccuracyFastReID
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FastReIDBackbone=ResNet101-ibn, Query Expansion=true, Rerank=true2020.06 | 94.4 | 92.2 | — | — | |
| PersonViTBackbone=ViT-B/162024.08 | 93.8 | 88.1 | — | — | |
| FastReIDBackbone=ResNet101-ibn, Query Expansion=true2020.06 | 93.4 | 90.1 | — | — | |
| PASSBackbone=ViT-B/162024.08 | 92.5 | 84.7 | — | — | |
| DRFormer2026.02 | 92.5 | 85.5 | — | — | |
| FastReIDBackbone=ResNet101-ibn2020.06 | 92.4 | 83.2 | — | — | |
| SAGA-ReID (Ours)Backbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 92.3 | 84.5 | — | — | |
| PRO-FDBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 92.1 | 84 | — | — | |
| PersonViTBackbone=ViT-S/162024.08 | 91.9 | 84.7 | — | — | |
| ALADIN (Ours)Backbone=ViT-B/16, Method Category=CLIP-based method2026.03 | 91.7 | 83.3 | — | — | |
| FastReID-MGNBackbone=ResNet50-ibn2020.06 | 91.6 | 82.1 | — | — | |
| PersonViT*Backbone=ViT-S/162024.08 | 91.6 | 83.6 | — | — | |
| PartFormer*Backbone=ViT-Base, Sliding window setting=true2024.08 | 91.6 | 83.6 | — | — | |
| DPM++2026.05 | 91.4 | 83.9 | — | — | |
| FastReIDBackbone=ResNet50-ibn2020.06 | 91.3 | 81.6 | — | — | |
| PADEBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 91.3 | 82.8 | — | — | |
| SCINGBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 91.3 | 83.7 | — | — | |
| CLIP-SCGIBackbone=ViT-B/16, Modality=Image-based, Supervision=External Supervision2026.04 | 91.3 | 81.6 | — | — | |
| FPBBackbone=ResNet-502021.08 | 91.2 | 82.9 | — | — | |
| PFD*Backbone=ViT-Base, Sliding window setting=true2024.08 | 91.2 | 83.1 | — | — | |
| PFD2026.05 | 91.2 | 83.2 | — | — | |
| ADP2026.05 | 91.2 | 83.1 | — | — | |
| OATtransformer structure=true2026.05 | 91.2 | 82.3 | — | — | |
| PartFormerBackbone=ViT-Base2024.08 | 91.1 | 82.4 | — | — | |
| DPM-SPTtransformer structure=true2026.05 | 91.1 | 82.4 | — | — | |
| SCSNBackbone=ResNet-502024.08 | 91 | 79 | — | — | |
| ALADIN (Ours)Backbone=ResNet502026.03 | 91 | 80.4 | — | — | |
| PromptSGBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 91 | 81.6 | — | — | |
| DPM2026.05 | 91 | 82.6 | — | — | |
| DDRNArchitecture Type=Transformer2024.10 | 90.8 | 81.7 | — | — | |
| CLIP-ReIDBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 90.8 | 83.1 | — | — | |
| PASSBackbone=ViT-S/162024.08 | 90.7 | 82.5 | — | — | |
| RFCNetBackbone=ResNet-502024.08 | 90.7 | 80.7 | — | — | |
| TransReID*Backbone=ViT-Base, Sliding window setting=true2024.08 | 90.7 | 82 | — | — | |
| TransReIDVenue=ICCV'212026.02 | 90.7 | 82 | — | — | |
| TransReIDBackbone=ViT-B/16, Method Category=ViT-based method, Ref.=ICCV’212026.03 | 90.7 | 82 | — | — | |
| TransReIDBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 90.7 | 82 | — | — | |
| TransReIDtransformer structure=true2026.05 | 90.7 | 82 | — | — | |
| RFCnet2026.05 | 90.7 | 80.7 | — | — | |
| MOSBackbone=ResNet50-IBN2021.04 | 90.6 | 80.2 | — | — | |
| BaselineBackbone=ViT-B/16, Method Category=CLIP-based method2026.03 | 90.6 | 82 | — | — | |
| FastReIDBackbone=ResNeSt2020.06 | 90.5 | 79.1 | — | — | |
| FRTArchitecture Type=Transformer2024.10 | 90.5 | 81.7 | — | — | |
| HATtransformer structure=true2026.05 | 90.4 | 81.4 | — | — | |
| HPLVenue=AAAI’262026.02 | 90.3 | 82.9 | — | — | |
| Adaptive L22021.08 | 90.2 | 81 | — | — | |
| AAformerArchitecture Type=CNN2024.10 | 90.1 | 80 | — | — | |
| AAformerVenue=TNNLS’232026.02 | 90.1 | 80.9 | — | — | |
| IBN-NetBackbone=ResNet50, Ref.=ECCV’182026.03 | 90.1 | 79.1 | — | — | |
| AAformertransformer structure=true2026.05 | 90.1 | 80.9 | — | — | |
| CLIP-ReIDVenue=AAAI’232026.02 | 90 | 82.5 | — | — | |
| CLIP-ReIDBackbone=ViT-B/16, Method Category=CLIP-based method, Ref.=AAAI’232026.03 | 90 | 82.5 | — | — | |
| CLIP-ReIDtransformer structure=true2026.05 | 90 | 82.5 | — | — | |
| AsNet2021.08 | 89.93 | 81.1 | — | — | |
| ALDERBackbone=ResNet50, Ref.=TIP’212026.03 | 89.9 | 78.9 | — | — | |
| CAAO2026.05 | 89.8 | 80.9 | — | — | |
| FastReIDBackbone=ResNet502020.06 | 89.6 | 79.8 | — | — | |
| ISPBackbone=ResNet-502024.08 | 89.6 | 80 | — | — | |
| TransReIDBackbone=ViT-Base2024.08 | 89.6 | 80.6 | — | — | |
| ISPArchitecture Type=CNN2024.10 | 89.6 | 80 | — | — | |
| TransReIDArchitecture Type=Transformer2024.10 | 89.6 | 80.6 | — | — | |
| ISP2026.05 | 89.6 | 80 | — | — | |
| FEDArchitecture Type=Transformer2024.10 | 89.4 | 78 | — | — | |
| FED2026.05 | 89.4 | 78 | — | — | |
| SONA2020.06 | 89.3 | 78.6 | — | — | |
| SONA2021.08 | 89.25 | 78.05 | — | — | |
| HOReID2021.08 | 89.12 | 81.03 | — | — | |
| MHN2020.06 | 89.1 | 77.2 | — | — | |
| MHN2021.08 | 89.1 | 77.2 | — | — | |
| Pyramid2020.06 | 89 | 79 | — | — | |
| BDB2020.06 | 89 | 76 | — | — | |
| ABDNet2020.06 | 89 | 78.1 | — | — | |
| SCAL2020.06 | 89 | 79.6 | — | — | |
| ABD-Net2021.08 | 89 | 78.59 | — | — | |
| BDB2021.08 | 89 | 76 | — | — | |
| Pyramid2021.08 | 89 | 79 | — | — | |
| ABDNetBackbone=ResNet-502024.08 | 89 | 78.6 | — | — | |
| AGWBackbone=ResNet-502024.08 | 89 | 79.6 | — | — | |
| DCALBackbone=ViT-Base2024.08 | 89 | 80.1 | — | — | |
| DCALVenue=CVPR’222026.02 | 89 | 80.1 | — | — | |
| DCALBackbone=ViT-B/16, Method Category=ViT-based method, Ref.=CVPR’222026.03 | 89 | 80.1 | — | — | |
| DCAL2026.05 | 89 | 80.1 | — | — | |
| CAAOBackbone=ResNet-502024.08 | 88.9 | 77.5 | — | — | |
| PirtArchitecture Type=CNN2024.10 | 88.9 | 77.6 | — | — | |
| PAT2021.08 | 88.8 | 78.2 | — | — | |
| PATBackbone=ResNet502021.04 | 88.8 | 78.2 | — | — | |
| PATBackbone=ResNet-502024.08 | 88.8 | 78.2 | — | — | |
| Vit BaselineArchitecture Type=Transformer2024.10 | 88.8 | 79.3 | — | — | |
| PATArchitecture Type=Transformer2024.10 | 88.8 | 78.2 | — | — | |
| baseline2026.02 | 88.8 | 80 | — | — | |
| PATtransformer structure=true2026.05 | 88.8 | 78.2 | — | — | |
| OSNetVenue=This work, Backbone=OSNet, Params (M)=2.2, Training scheme=Pre-trained on ImageNet2019.10 | 88.7 | 76.6 | — | — | |
| MGN2021.08 | 88.7 | 78.4 | — | — | |
| MGNBackbone=ResNet-502024.08 | 88.7 | 78.4 | — | — | |
| MGNArchitecture Type=CNN2024.10 | 88.7 | 78.4 | — | — | |
| MGN2026.05 | 88.7 | 78.4 | — | — | |
| OSNet2020.06 | 88.6 | 73.5 | — | — | |
| FPR2020.06 | 88.6 | 78.4 | — | — | |
| CDNet2021.08 | 88.6 | 76.8 | — | — | |
| FPRBackbone=ResNet502021.04 | 88.6 | 78.4 | — | — |