Person Re-identification on CUHK01
95.6Rank-1FedCAPR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedCAPRBackbone=ResNet-502025.08 | 95.6 | — | — | — | 95.1 | |
| FedKLPR*Backbone=ResNet-50, Components=KLL and KLAW2025.08 | 94.1 | — | — | — | 94.5 | |
| OSNetBackbone=OSNet2019.10 | 86.6 | — | — | — | — | |
| FedUCABackbone=ResNet-502025.08 | 86 | — | — | — | — | |
| Global and Local Image-language AssociationBackbone=ResNet-502018.08 | 84.8 | 95.1 | 98.4 | — | — | |
| FedUCC+Backbone=ResNet-502025.08 | 80.1 | — | — | — | 76.6 | |
| Spindle2018.08 | 79.9 | 94.4 | 97.1 | — | — | |
| SpindleBackbone=Inception2019.10 | 79.9 | — | — | — | — | |
| FedUCCBackbone=ResNet-502025.08 | 78.3 | — | — | — | 75.3 | |
| BaselineBackbone=ResNet-502018.08 | 77 | 93.2 | 95.3 | — | — | |
| DLPAR2018.08 | 75 | 93.5 | 95.5 | — | — | |
| CRAFT2018.08 | 74.5 | 91.2 | 94.8 | — | — | |
| JLMLBackbone=ResNet2019.10 | 69.8 | — | — | — | — | |
| DNS2018.08 | 69.1 | 86.9 | 91.8 | — | — | |
| NFSTSupervision mode=Fully supervised, Feature type=Fusion2016.03 | 69.09 | 86.87 | 91.77 | 95.39 | — | |
| PN-GANProtocol=Supervised Learning (SL)2017.12 | 67.65 | 86.64 | 91.82 | — | — | |
| JSTL2018.08 | 66.6 | — | — | — | — | |
| NFSTSupervision mode=Fully supervised, Feature type=LOMO2016.03 | 64.98 | 84.96 | 89.92 | 94.36 | — | |
| NullReid2017.12 | 64.98 | 84.96 | 89.92 | — | — | |
| ResNet-50-AProtocol=Supervised Learning (SL)2017.12 | 64.56 | 83.66 | 89.74 | — | — | |
| XQDASupervision mode=Fully supervised, Feature type=LOMO2016.03 | 63.21 | 83.89 | 90.04 | 94.16 | — | |
| XQDA2018.08 | 63.2 | 83.9 | 90 | — | — | |
| Quad2018.08 | 62.6 | 83.4 | 89.7 | — | — | |
| Quadruplet2017.12 | 62.55 | 83.44 | 89.71 | — | — | |
| CAMELSetting=Multi-shot2017.08 | 61.9 | — | — | — | — | |
| GOG2017.12 | 57.8 | 79.1 | 86.2 | — | — | |
| CAMELsetting=single-shot2017.08 | 57.3 | — | — | — | — | |
| CAMELSetting=Single-shot2017.08 | 57.3 | — | — | — | — | |
| KCCASupervision mode=Fully supervised, Feature type=LOMO2016.03 | 56.3 | 80.66 | 87.94 | 93 | — | |
| ISRSetting=Multi-shot2017.08 | 55.7 | — | — | — | — | |
| MFASupervision mode=Fully supervised, Feature type=LOMO2016.03 | 54.79 | 80.08 | 87.26 | 92.72 | — | |
| KFLDASupervision mode=Fully supervised, Feature type=LOMO2016.03 | 54.63 | 80.45 | 86.87 | 92.02 | — | |
| ImpTrpLoss2017.12 | 53.7 | 84.3 | 91 | — | — | |
| Metric EnsemblesSupervision mode=Fully supervised2016.03 | 53.4 | 76.4 | 84.4 | 90.5 | — | |
| Ensembles2017.12 | 53.4 | 76.3 | 84.4 | — | — | |
| ISRSetting=Single-shot2017.08 | 53.2 | — | — | — | — | |
| DicSetting=Multi-shot2017.08 | 52.9 | — | — | — | — | |
| UsNCASetting=Multi-shot2017.08 | 51.7 | — | — | — | — | |
| AMLSetting=Multi-shot2017.08 | 51.1 | — | — | — | — | |
| JSTLSetting=Multi-shot2017.08 | 50.6 | — | — | — | — | |
| DeepRanking2017.12 | 50.41 | 75.93 | 84.07 | — | — | |
| RKSLSetting=Multi-shot2017.08 | 50.1 | — | — | — | — | |
| SAESetting=Multi-shot2017.08 | 49.9 | — | — | — | — | |
| DicSetting=Single-shot2017.08 | 49.3 | — | — | — | — | |
| Improved DeepSupervision mode=Fully supervised2016.03 | 47.53 | 71.6 | 80.25 | 87.45 | — | |
| Imp-Deep2017.12 | 47.53 | 71.5 | 80 | — | — | |
| UsNCASetting=Single-shot2017.08 | 47 | — | — | — | — | |
| AMLSetting=Single-shot2017.08 | 46.8 | — | — | — | — | |
| JSTLSetting=Single-shot2017.08 | 46.3 | — | — | — | — | |
| RKSLSetting=Single-shot2017.08 | 45.4 | — | — | — | — | |
| SAESetting=Single-shot2017.08 | 45.3 | — | — | — | — | |
| FedUReIDBackbone=ResNet-502025.08 | 43.6 | — | — | — | — | |
| GLsetting=single-shot2017.08 | 41 | — | — | — | — | |
| Mid-level FilterSupervision mode=Fully supervised2016.03 | 34.3 | 55.06 | 64.96 | 74.94 | — | |
| mFilter2017.12 | 34.3 | 55 | 65.3 | — | — | |
| KLFDA2017.12 | 32.76 | 59.01 | 69.63 | — | — | |
| SalMatchSupervision mode=Fully supervised2016.03 | 28.45 | 45.85 | 55.67 | 67.95 | — | |
| PN-GANProtocol=Transfer Learning (TL)2017.12 | 27.58 | 49.17 | 59.57 | — | — | |
| ResNet-50-AProtocol=Transfer Learning (TL)2017.12 | 27.2 | 48.6 | 59.2 | — | — | |
| UDMLsetting=single-shot2017.08 | 27.1 | — | — | — | — | |
| SDCsetting=single-shot2017.08 | 26.6 | — | — | — | — | |
| eSDC2017.12 | 19.76 | 32.72 | 40.29 | — | — | |
| SDALFsetting=single-shot2017.08 | 9.9 | — | — | — | — |