Person Re-identification on Market-1501 (test)
98.66Rank-1SCM-ReID
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SCM-ReID2026.01 | 98.66 | 98.84 | 99.14 | 99.5 | — | |
| MCTL2026.01 | 98.4 | 98.63 | 99.1 | 99.6 | — | |
| CTupletL2026.01 | 98.3 | 98.57 | — | — | — | |
| CTL2026.01 | 98 | 98.3 | 98.6 | 99.5 | — | |
| CityGuardAttack Type=Clean2026.02 | 97.5 | 96.5 | — | — | — | |
| PLIPBackbone=Swin-B2023.05 | 97.3 | 93.2 | — | — | — | |
| SF-MIDAYear=2026, Source-free protocol=true2026.04 | 97.2 | 86.4 | 98.1 | 99.2 | — | |
| PLIPBackbone=RN1522023.05 | 97.1 | 92.6 | — | — | — | |
| PLIPBackbone=RN1012023.05 | 96.9 | 92 | — | — | — | |
| SOLIDER2024.07 | 96.9 | 93.9 | — | — | — | |
| PLIPBackbone=RN502023.05 | 96.8 | 91.4 | — | — | — | |
| SOLIDERBackbone=Swin-B2023.05 | 96.7 | 91.7 | — | — | — | |
| KPR_SOLprompt=false, Pre-training=SOLIDER, Resolution=128x3842024.07 | 96.6 | 93 | — | — | — | |
| KPR_SOLprompt=true, Pre-training=SOLIDER, Resolution=128x3842024.07 | 96.6 | 93.2 | — | — | — | |
| LUPBackbone=RN1012023.05 | 96.5 | 91.4 | — | — | — | |
| LUP-NLBackbone=RN1522023.05 | 96.5 | 91.5 | — | — | — | |
| ProNet++MG (Multi-granularity features)=true, #Params=1.43x, Re-ranking (RK)=true2023.08 | 96.4 | 95.3 | — | — | — | |
| PRONET++2026.01 | 96.4 | 95.3 | — | — | — | |
| MPN2024.01 | 96.3 | 89.4 | — | — | — | |
| MGN|AutoLossSize=3842024.08 | 96.2 | 90.1 | — | — | — | |
| ReMixReference=Ours, Single-camera data usage=true2024.10 | 96.2 | 89.8 | — | — | — | |
| BoT Baseline + OursBackbone=ResNet-50, Resolution=256x1282024.05 | 96.2 | 91 | — | — | — | |
| CA-Jaccard2026.01 | 96.2 | 94.5 | — | — | — | |
| APNet-CBackbone=ResNet-502021.08 | 96.2 | 90.5 | 98.8 | — | — | |
| DFF-ResNet-50Backbone=ResNet-502022.03 | 96.17 | 90.21 | — | — | — | |
| RGA-SC2021.07 | 96.1 | 88.4 | — | — | — | |
| SAN2021.07 | 96.1 | 88 | — | — | — | |
| SANLearning type=Supervised2023.03 | 96.1 | 88 | — | — | — | |
| RGA-SCLearning type=Supervised2023.03 | 96.1 | 88.4 | — | — | — | |
| RGA-SC2022.03 | 96.1 | 88.4 | — | — | — | |
| Circle Loss2022.03 | 96.1 | 87.4 | — | — | — | |
| SANExtra data or annotations (*)=true, #Params=1.36x2023.08 | 96.1 | 88 | — | — | — | |
| RGA-SC#Params=1.25x2023.08 | 96.1 | 88.4 | — | — | — | |
| ProNet#Params=1x, Re-ranking (RK)=true2023.08 | 96.1 | 94.8 | — | — | — | |
| SSGR2024.01 | 96.1 | 89.3 | — | — | — | |
| SOLIDERBackbone=Swin-S2023.05 | 96.1 | 90.8 | — | — | — | |
| PAFormerSize=3842024.08 | 96.1 | 90.9 | — | — | — | |
| RGA-SCReference=CVPR202024.10 | 96.1 | 88.4 | — | — | — | |
| SOLIDERReference=CVPR23, Transformer-based=true2024.10 | 96.1 | 91.6 | — | — | — | |
| SSGR2024.07 | 96.1 | 89.3 | — | — | — | |
| RGA-SCBackbone=ResNet-50, Resolution=256x1282024.05 | 96.1 | 88.4 | — | — | — | |
| MGN+CircleLossBackbone=ResNet-50, Resolution=256x1282024.05 | 96.1 | 87.4 | — | — | — | |
| CLIP-ReID Baseline + OursBackbone=ResNet-50, Resolution=256x1282024.05 | 96.1 | 92 | — | — | — | |
| SBSbackbone=ResNet-101, distance re-weighting=true2021.03 | 96.1 | 88.8 | — | — | — | |
| RGA-SCPublication=CVPR'20, Backbone=ResNet-502021.08 | 96.1 | 88.4 | — | — | — | |
| APNet-SBackbone=ResNet-502021.08 | 96.1 | 89 | 98.7 | — | — | |
| ProNet++MG (Multi-granularity features)=true, #Params=1.43x2023.08 | 96 | 90.2 | — | — | — | |
| SAPBackbone=ViT2024.01 | 96 | 90.5 | — | — | — | |
| CLIPBackbone=RN1012023.05 | 96 | 90.6 | — | — | — | |
| DCFormerSize=2562024.08 | 96 | 90.4 | — | — | — | |
| PAFormerSize=2562024.08 | 96 | 90.8 | — | — | — | |
| LUPBackbone=RN502023.05 | 95.9 | 90.2 | — | — | — | |
| LTReIDReference=TMM222024.10 | 95.9 | 89 | — | — | — | |
| KPR_INprompt=true, Pre-training=ImageNet, Resolution=128x2562024.07 | 95.9 | 89.6 | — | — | — | |
| SBSbackbone=ResNet-101, distance re-weighting=false2021.03 | 95.9 | 88.6 | — | — | — | |
| DPD-101Publication=TIP'20, Backbone=ResNet-1012021.08 | 95.9 | 88.2 | 98.6 | — | — | |
| BaselineBackbone=RN1522023.05 | 95.8 | 89.6 | — | — | — | |
| LDS2024.07 | 95.8 | 90.3 | — | — | — | |
| DPDPublication=TIP'20, Backbone=ResNet-502021.08 | 95.8 | 87.6 | 98 | — | — | |
| SCAL-CPublication=ICCV'19, Backbone=ResNet-502021.08 | 95.8 | 89.3 | 98.7 | — | — | |
| MGN2021.07 | 95.7 | 86.9 | — | — | — | |
| SCSN2021.07 | 95.7 | 88.5 | — | — | — | |
| GiT2021.07 | 95.7 | 88.9 | — | — | — | |
| MGNLearning type=Supervised2023.03 | 95.7 | 86.9 | — | — | — | |
| MGN2022.03 | 95.7 | 86.9 | — | — | — | |
| MGNMG (Multi-granularity features)=true, #Params=2.81x2023.08 | 95.7 | 86.9 | — | — | — | |
| PyramidMG (Multi-granularity features)=true, #Params=2.19x2023.08 | 95.7 | 88.2 | — | — | — | |
| MGN2024.01 | 95.7 | 86.9 | — | — | — | |
| BaselineBackbone=RN1012023.05 | 95.7 | 89.3 | — | — | — | |
| CLIPBackbone=RN502023.05 | 95.7 | 89.5 | — | — | — | |
| ABDNet+NFormerSize=2562024.08 | 95.7 | 93 | — | — | — | |
| CLIP-ReIDReference=AAAI232024.10 | 95.7 | 89.8 | — | — | — | |
| BPBreid2024.07 | 95.7 | 89.4 | — | — | — | |
| CLIP-ReID (AAAI'22)Backbone=ResNet-50, Resolution=256x1282024.05 | 95.7 | 89.8 | — | — | — | |
| MGN (flip)Params (M)=68.75, FLOPs (G)=482026.01 | 95.7 | — | — | — | 1.99 | |
| DSAPublication=CVPR'19, Backbone=ResNet-502021.08 | 95.7 | 87.6 | — | — | — | |
| PyramidPublication=CVPR'19, Backbone=ResNet-1012021.08 | 95.7 | 88.2 | 98.4 | — | — | |
| SCSNPublication=CVPR'20, Backbone=ResNet-502021.08 | 95.7 | 88.5 | — | — | — | |
| RGA-SPublication=CVPR'20, Backbone=ResNet-50, Reproduced=true2021.08 | 95.7 | 88 | 98.5 | — | — | |
| OATAttack Type=Clean2026.02 | 95.7 | 89.9 | — | — | — | |
| ABDNet2021.07 | 95.6 | 88.3 | — | — | — | |
| ABD-Net#Params=2.76x2023.08 | 95.6 | 88.3 | — | — | — | |
| ProNet#Params=1x2023.08 | 95.6 | 89.2 | — | — | — | |
| DROP2024.01 | 95.6 | 89.5 | — | — | — | |
| BaselineBackbone=RN502023.05 | 95.6 | 88.3 | — | — | — | |
| LUP-NLBackbone=RN1012023.05 | 95.6 | 90.1 | — | — | — | |
| HATSize=2562024.08 | 95.6 | 89.5 | — | — | — | |
| ABDNetSize=3842024.08 | 95.6 | 88.3 | — | — | — | |
| KPR_INprompt=false, Pre-training=ImageNet, Resolution=128x2562024.07 | 95.6 | 88.7 | — | — | — | |
| HGBackbone=ResNet-50, Resolution=256x1282024.05 | 95.6 | 86.1 | — | — | — | |
| MGNPublication=ACMMM'18, Backbone=ResNet-502021.08 | 95.6 | 86.9 | — | — | — | |
| ABD-NetPublication=ICCV'19, Backbone=ResNet-502021.08 | 95.6 | 88.3 | — | — | — | |
| LAG-NetPublication=TMM'20, Backbone=ResNet-502021.08 | 95.6 | 89.5 | 98.3 | — | — | |
| PISNetPublication=ECCV'20, Backbone=ResNet-502021.08 | 95.6 | 87.1 | — | — | — | |
| LUP-NLBackbone=RN502023.05 | 95.5 | 89.6 | — | — | — | |
| *PFDSize=2562024.08 | 95.5 | 89.7 | — | — | — | |
| PFD2024.07 | 95.5 | 89.7 | — | — | — | |
| FPR2022.03 | 95.42 | 86.58 | — | — | — | |
| FPR2024.01 | 95.4 | 86.6 | — | — | — | |
| MoS2024.01 | 95.4 | 89 | — | — | — |