Person Re-identification on Occluded-Duke
0.751mAPKPR_SOL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KPR_SOLPrompt usage=true, Backbone=SOLIDER2024.07 | 0.751 | 0.843 | |
| KPR_SOLPrompt usage=false, Backbone=SOLIDER2024.07 | 0.733 | 0.825 | |
| PersonViTBackbone=ViT-B/162024.08 | 0.722 | 0.798 | |
| SAGA+CLIMB (Ours)Backbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.708 | 0.777 | |
| THCB-Net‡Backbone=ViT, Pre-training=LUPerson2026.05 | 0.707 | 0.8 | |
| PersonMAEBackbone=ViT-B/162024.08 | 0.695 | 0.76 | |
| SAGA-ReID (Ours)Backbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.683 | 0.778 | |
| DPL-ReIDBackbone=ViT2026.05 | 0.672 | 0.763 | |
| KPR_INPrompt usage=true, Backbone=IN2024.07 | 0.671 | 0.798 | |
| CLIMB-ReIDBackbone=ViT-B/16, Modality=Video-based, Supervision=No External Supervision2026.04 | 0.662 | 0.726 | |
| DRFormer2026.02 | 0.653 | 0.721 | |
| PersonMAEBackbone=ViT-S/162024.08 | 0.652 | 0.72 | |
| PersonViTBackbone=ViT-S/162024.08 | 0.652 | 0.732 | |
| PASSBackbone=ViT-B/162024.08 | 0.643 | 0.74 | |
| KPR_INPrompt usage=false, Backbone=IN2024.07 | 0.634 | 0.758 | |
| SCINGBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.634 | 0.711 | |
| AG-ReIDBackbone=ViT2026.05 | 0.632 | 0.704 | |
| DiPSize=384, Stride=122022.12 | 0.631 | 0.711 | |
| PRO-FDBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.631 | 0.706 | |
| FCFormerBackbone=ViT2026.05 | 0.631 | 0.73 | |
| PADEBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.63 | 0.723 | |
| THCB-Net*Backbone=ViT, Pre-training=ImageNet2026.05 | 0.626 | 0.723 | |
| BPBreIDBackbone=HRNet-W32, Training scheme=Arbitrary/Heavier2022.11 | 0.625 | 0.751 | |
| PartFormer*Backbone=ViT-Base, Sliding window setting=true2024.08 | 0.625 | 0.702 | |
| BPBreID2024.07 | 0.625 | 0.751 | |
| RGANetBackbone=ViT2026.05 | 0.624 | 0.716 | |
| SOLIDER2024.07 | 0.619 | 0.712 | |
| PFDTraining scheme=Arbitrary/Heavier2022.11 | 0.618 | 0.695 | |
| PFD*Backbone=ViT-Base, Sliding window setting=true2024.08 | 0.618 | 0.695 | |
| PFD2024.07 | 0.618 | 0.695 | |
| PersonViT*Backbone=ViT-S/162024.08 | 0.615 | 0.708 | |
| OSRTransBackbone=ViT2026.05 | 0.615 | 0.729 | |
| DiPSize=384, Stride=162022.12 | 0.613 | 0.688 | |
| SSSC-TransReIDBackbone=ViT2026.05 | 0.61 | 0.692 | |
| FCFormerBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.609 | 0.713 | |
| DiPSize=256, Stride=122022.12 | 0.608 | 0.68 | |
| FBABackbone=ViT2026.05 | 0.605 | 0.695 | |
| CLIP-ReIDBackbone=ViT, Side Information Embedding (SIE)=true, Overlapping Patch (OLP)=true2022.11 | 0.603 | 0.672 | |
| CLIP-ReIDBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.603 | 0.672 | |
| CLIP-ReIDBackbone=ViT2026.05 | 0.603 | 0.672 | |
| PASSBackbone=ViT-S/162024.08 | 0.602 | 0.704 | |
| LVLM-ReIDBackbone=LVLM2024.11 | 0.598 | 0.681 | |
| CLIP-ReIDBackbone=ViT, Resolution=256x1282024.10 | 0.595 | 0.671 | |
| CLIP-ReIDVenue=AAAI’232026.02 | 0.595 | 0.671 | |
| CLIP-ReIDBackbone=ViT2022.11 | 0.595 | 0.671 | |
| CLIP-ReIDBackbone=ViT2024.11 | 0.595 | 0.671 | |
| TransReIDBackbone=ViT-B/16, Size=256x128, Sliding-window setting=true2021.02 | 0.592 | 0.664 | |
| TransReIDSize=256, Stride=122022.12 | 0.592 | 0.664 | |
| TransReID*Backbone=ViT-Base, Sliding window setting=true2024.08 | 0.592 | 0.664 | |
| TransReIDBackbone=ViT, Resolution=256x1282024.10 | 0.592 | 0.664 | |
| CLIP-SCGIBackbone=ViT, Resolution=256x1282024.10 | 0.592 | 0.675 | |
| TRANS2024.07 | 0.592 | 0.664 | |
| TransReIDVenue=ICCV'212026.02 | 0.592 | 0.664 | |
| TransReIDBackbone=ViT, Side Information Embedding (SIE)=true, Overlapping Patch (OLP)=true2022.11 | 0.592 | 0.664 | |
| TransReIDBackbone=ViT-B/16, Modality=Image-based, Supervision=No External Supervision2026.04 | 0.592 | 0.664 | |
| CLIP-SCGIBackbone=ViT-B/16, Modality=Image-based, Supervision=External Supervision2026.04 | 0.592 | 0.675 | |
| DiPSize=256, Stride=162022.12 | 0.591 | 0.664 | |
| PartFormerBackbone=ViT-Base2024.08 | 0.588 | 0.663 | |
| AAformerBackbone=ViT, Resolution=> 256x1282024.10 | 0.582 | 0.67 | |
| AAformerBackbone=ViT, Input Resolution=> 256x1282022.11 | 0.582 | 0.67 | |
| AAformerBackbone=ViT2024.11 | 0.582 | 0.671 | |
| TransReIDBackbone=DeiT-B/16, Size=256x128, Sliding-window setting=true2021.02 | 0.581 | 0.664 | |
| BPBreIDBackbone=ResNet-50-ibn, Training scheme=Arbitrary/Heavier2022.11 | 0.575 | 0.713 | |
| SSGRTraining scheme=Arbitrary/Heavier2022.11 | 0.572 | 0.69 | |
| SSGR2024.07 | 0.572 | 0.69 | |
| DPL-ReIDBackbone=CNN2026.05 | 0.572 | 0.706 | |
| FEDTraining scheme=Arbitrary/Heavier2022.11 | 0.564 | 0.681 | |
| FED2024.07 | 0.564 | 0.681 | |
| FEDBackbone=ViT2026.05 | 0.564 | 0.681 | |
| CAAOBackbone=ResNet-502024.08 | 0.558 | 0.678 | |
| TransReIDBackbone=ViT-B/16, Size=256x1282021.02 | 0.557 | 0.642 | |
| TransReIDSize=256, Stride=162022.12 | 0.557 | 0.642 | |
| LDSTraining scheme=Arbitrary/Heavier2022.11 | 0.557 | 0.643 | |
| TransReIDBackbone=ViT-Base2024.08 | 0.557 | 0.642 | |
| TransReIDBackbone=ViT2024.11 | 0.557 | 0.642 | |
| TransReIDBackbone=ViT2026.05 | 0.557 | 0.642 | |
| TransReIDBackbone=DeiT-B/16, Size=256x1282021.02 | 0.556 | 0.628 | |
| RFCNetBackbone=ResNet-502024.08 | 0.545 | 0.639 | |
| BPBreIDBackbone=ResNet-50, Training scheme=BoT-based2022.11 | 0.541 | 0.667 | |
| PGFLTraining scheme=Arbitrary/Heavier2022.11 | 0.541 | 0.63 | |
| PATSize=256, Stride=162022.12 | 0.536 | 0.645 | |
| PATTraining scheme=Arbitrary/Heavier2022.11 | 0.536 | 0.645 | |
| PATBackbone=ResNet-502024.08 | 0.536 | 0.645 | |
| PATBackbone=CNN, Resolution=256x1282024.10 | 0.536 | 0.645 | |
| PAT2024.07 | 0.536 | 0.645 | |
| PATBackbone=CNN2022.11 | 0.536 | 0.645 | |
| PATBackbone=ViT2024.11 | 0.536 | 0.645 | |
| PATBackbone=ViT2026.05 | 0.536 | 0.645 | |
| CLIP-ReIDBackbone=CNN, Resolution=256x1282024.10 | 0.535 | 0.61 | |
| baselineBackbone=ViT, Resolution=256x1282024.10 | 0.535 | 0.608 | |
| baseline2026.02 | 0.535 | 0.608 | |
| CLIP-ReIDBackbone=CNN2022.11 | 0.535 | 0.61 | |
| baselineBackbone=ViT2022.11 | 0.535 | 0.608 | |
| CLIP-ReIDBackbone=CNN2026.05 | 0.535 | 0.61 | |
| BaselineBackbone=DeiT-B/16, Size=256x1282021.02 | 0.531 | 0.606 | |
| BaselineBackbone=ViT-B/16, Size=256x1282021.02 | 0.531 | 0.605 | |
| ISPBackbone=CNN, Size=256x1282021.02 | 0.523 | 0.628 | |
| ISPSize=256, Stride=162022.12 | 0.523 | 0.628 | |
| ISPTraining scheme=Arbitrary/Heavier2022.11 | 0.523 | 0.628 | |
| ISPBackbone=ResNet-502024.08 | 0.523 | 0.628 |