Person Re-identification on CUHK03
99.34R1SPReIDcombined-ft* + re-ranking
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SPReIDcombined-ft* + re-rankingfine-tuning=true, combination with ResNet-152ft=true, re-ranking=true2018.03 | 99.34 | 96.22 | 99.7 | — | — | — | |
| Inception-V3ft* + re-rankingfine-tuning=true, combination with ResNet-152ft=true, re-ranking=true2018.03 | 99.18 | 95.18 | 99.6 | — | — | — | |
| SPReIDcombined-ft*fine-tuning=true, combination with ResNet-152ft=true2018.03 | 99.04 | 94.28 | 99.56 | — | — | — | |
| Inception-V3ft*fine-tuning=true, combination with ResNet-152ft=true2018.03 | 98.9 | 92.81 | 99.35 | — | — | — | |
| GPF-Net2025.12 | 98.9 | 88.2 | — | — | — | — | |
| SPReIDcombined-ftfine-tuning=true2018.03 | 98.76 | 93.89 | 99.51 | — | — | — | |
| Inception-V3ftfine-tuning=true2018.03 | 97.82 | 88.73 | 98.94 | — | — | — | |
| AlignedReIDre-ranking=true2017.11 | 97.8 | — | — | — | — | — | |
| DCDStraining_setup=multiple-aggregated datasets (MD), auxiliary_network=enabled2019.04 | 95.8 | — | 99.1 | — | — | — | |
| Human Rank 12017.11 | 95.7 | — | — | — | — | — | |
| Proposed SGGNN2018.07 | 95.3 | 94.3 | 99.1 | 99.6 | — | — | |
| SGGNNVenue=ECCV182019.04 | 95.3 | — | 99.1 | — | — | — | |
| DGSRWVenue=CVPR182019.04 | 94.9 | — | 98.7 | — | — | — | |
| HSPVenue=CVPR182019.04 | 94.28 | — | 99.04 | — | — | — | |
| FD-GANQuery type=single query, Backbone=ResNet-502018.10 | 92.6 | 91.3 | — | — | — | — | |
| Global and Local Image-language AssociationProtocol=Labeled2018.08 | 92.5 | — | 98.8 | — | — | — | |
| Human Rank 22017.11 | 91.9 | — | — | — | — | — | |
| HydraPlus-NetConference=ICCV 20172018.07 | 91.8 | — | 98.4 | 99.1 | — | — | |
| HP-net2017.09 | 91.8 | — | 98.4 | 99.1 | 99.6 | — | |
| HydraPlus2018.03 | 91.8 | — | 98.4 | 99.1 | — | — | |
| D-PersonProtocol=Labeled2018.08 | 91.5 | — | 99 | — | — | — | |
| Human Rank 32017.11 | 91.2 | — | — | — | — | — | |
| Human Rank 42017.11 | 91.1 | — | — | — | — | — | |
| DKPMVenue=CVPR182019.04 | 91.1 | — | 98.3 | — | — | — | |
| Global and Local Image-language AssociationProtocol=Detected2018.08 | 90.9 | — | 98.2 | — | — | — | |
| GCSLVenue=CVPR182019.04 | 90.2 | — | 98.5 | — | — | — | |
| Human Rank 52017.11 | 90 | — | — | — | — | — | |
| DMCL2025.12 | 89.7 | 86.5 | — | — | — | — | |
| OursCategory=Unified2026.06 | 89.6 | 88.7 | — | — | — | — | |
| D-PersonProtocol=Detected2018.08 | 89.4 | — | 98.2 | — | — | — | |
| MLFNVenue=CVPR182019.04 | 89.2 | — | — | — | — | — | |
| Pose DrivenConference=ICCV 20172018.07 | 88.7 | — | 98.6 | 99.6 | — | — | |
| PDCProtocol=Labeled2018.08 | 88.7 | — | 98.6 | — | — | — | |
| PDC2017.07 | 88.7 | — | 98.61 | 99.24 | — | — | |
| SpindleNetConference=CVPR 20172018.07 | 88.5 | — | 97.8 | 98.6 | — | — | |
| Spindle2018.03 | 88.5 | — | 97.8 | 98.6 | — | — | |
| SpindleNetQuery type=single query2018.10 | 88.5 | — | — | — | — | — | |
| SpindleNet2017.07 | 88.5 | — | 97.8 | 98.6 | — | — | |
| BaselineProtocol=Labeled2018.08 | 88.4 | — | 98.1 | — | — | — | |
| VT-ReID2025.12 | 88.3 | 85.3 | — | — | — | — | |
| M-net2017.09 | 88.2 | — | 98.2 | 99.1 | 99.5 | — | |
| CPCVenue=CVPR182019.04 | 88.1 | — | — | — | — | — | |
| PAVenue=ECCV182019.04 | 88 | — | 97.6 | — | — | — | |
| BaselineProtocol=Detected2018.08 | 87.9 | — | 97.5 | — | — | — | |
| DPFLProtocol=Labeled2018.08 | 86.7 | — | — | — | — | — | |
| Chen et al.2018.03 | 86.7 | 82.8 | — | — | — | — | |
| IRMCategory=Unified2026.06 | 86.5 | 85.4 | — | — | — | — | |
| MC-PPMNConference=AAAI 20182018.07 | 86.4 | — | 98.5 | 99.6 | — | — | |
| Part AlignedConference=ICCV 20172018.07 | 85.4 | — | 97.6 | 99.4 | — | — | |
| DLPARProtocol=Labeled2018.08 | 85.4 | — | 97.6 | — | — | — | |
| DPAR2018.03 | 85.4 | — | 97.6 | 99.4 | — | — | |
| PAQuery type=single query2018.10 | 85.4 | — | — | — | — | — | |
| DLPAR2017.07 | 85.4 | — | 97.6 | 99.4 | — | — | |
| SCSN2025.12 | 84.7 | 81 | — | — | — | — | |
| VI+LSROConference=ICCV 20172018.07 | 84.6 | 87.4 | 97.6 | 98.9 | — | — | |
| VI+LSROProtocol=Detected2018.08 | 84.6 | — | 97.6 | — | — | — | |
| Verif.-Identif. + LSRO2017.01 | 84.6 | 87.4 | 97.6 | 98.9 | — | — | |
| VI+LSROQuery type=single query2018.10 | 84.6 | 87.4 | — | — | — | — | |
| LVLM-ReIDBackbone=LVLM2024.11 | 84.6 | 82.3 | — | — | — | — | |
| TransferBase network=GoogleNet2017.03 | 84.1 | — | — | — | — | — | |
| DeepTransfer2017.01 | 84.1 | — | — | — | — | — | |
| DLCEBase network=ResNet-502017.03 | 83.4 | 86.4 | — | — | — | — | |
| Verif.-Identif.2017.01 | 83.4 | 86.4 | 97.1 | 98.7 | — | — | |
| JLMLConference=IJCAI 20172018.07 | 83.2 | — | 98 | 99.4 | — | — | |
| JLMTProtocol=Labeled2018.08 | 83.2 | — | 98 | — | — | — | |
| JLMLQuery type=single query2018.10 | 83.2 | — | — | — | — | — | |
| PL-Net2017.07 | 82.75 | — | 96.59 | 98.6 | — | — | |
| Local Representation2017.07 | 82.7 | — | 96.6 | 98.59 | — | — | |
| DPFLProtocol=Detected2018.08 | 82 | — | — | — | — | — | |
| SVDNetConference=ICCV 20172018.07 | 81.8 | 84.8 | 95.2 | 97.2 | — | — | |
| SVDNetProtocol=Detected2018.08 | 81.8 | — | 95.2 | — | — | — | |
| SVDNetBase network=ResNet-50, Output dimension=10242017.03 | 81.8 | 84.8 | — | — | — | — | |
| SVDNetQuery type=single query2018.10 | 81.8 | 84.8 | — | — | — | — | |
| DLPARProtocol=Detected2018.08 | 81.6 | — | 97.3 | — | — | — | |
| CLIP-ReIDBackbone=ViT2024.11 | 81.6 | 80.3 | — | — | — | — | |
| C2F2025.12 | 81.3 | 84.1 | — | — | — | — | |
| RGA-SCBackbone=CNN2024.11 | 81.1 | 77.4 | — | — | — | — | |
| Global Representation2017.07 | 80.95 | — | 95.86 | 98.16 | — | — | |
| JLMTProtocol=Detected2018.08 | 80.6 | — | 96.9 | — | — | — | |
| AAformerBackbone=ViT2024.11 | 80.3 | 79 | — | — | — | — | |
| SANBackbone=CNN2024.11 | 80.1 | 76.4 | — | — | — | — | |
| PyramidBackbone=CNN2024.11 | 78.9 | 76.9 | — | — | — | — | |
| PDCProtocol=Detected2018.08 | 78.3 | — | 94.8 | — | — | — | |
| Relation-NetBackbone=CNN2024.11 | 77.9 | 75.6 | — | — | — | — | |
| OIM LossConference=CVPR 20172018.07 | 77.5 | 72.5 | — | — | — | — | |
| OIM LossQuery type=single query2018.10 | 77.5 | 72.5 | — | — | — | — | |
| NFormer2025.12 | 77.3 | 74.7 | — | — | — | — | |
| MuDeepProtocol=Labeled2018.08 | 76.9 | — | 76.3 | — | — | — | |
| MuDeep2017.07 | 76.87 | — | 96.12 | 98.41 | — | — | |
| SSMConference=CVPR 20172018.07 | 76.6 | — | 94.6 | 98 | — | — | |
| SSMProtocol=Labeled2018.08 | 76.6 | — | 94.6 | — | — | — | |
| SSM2018.03 | 76.6 | — | 94.6 | 98 | — | — | |
| SSM2017.07 | 76.6 | — | 94.6 | 98 | — | — | |
| MuDeepConference=ICCV 20172018.07 | 76.3 | — | 96 | 98.4 | — | — | |
| MuDeepProtocol=Detected2018.08 | 75.6 | — | 94.4 | — | — | — | |
| Quadruplet LossConference=CVPR 20172018.07 | 75.5 | — | 95.2 | 99.2 | — | — | |
| CBDB2025.12 | 75.4 | 72.8 | — | — | — | — | |
| JSTL2017.09 | 75.3 | — | — | — | — | — | |
| FT-JSTL+DGD2018.03 | 75.3 | — | — | — | — | — | |
| ISP2025.12 | 75.2 | 71.4 | — | — | — | — |