Pedestrian Attribute Recognition on PETA (Zero-Shot Evaluation)
85.11mABaseline
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BaselineSetting=existing, Params(M)=23.61, MACs(G)=4.052020.05 | 85.11 | 79.14 | 86.99 | 86.33 | 86.39 | |
| MsVAASetting=existing, Params(M)=141.27, MACs(G)=6.28, Backbone=ResNet502020.05 | 84.35 | 78.69 | 87.27 | 85.51 | 86.09 | |
| ALMSetting=existing, Params(M)=30.86, MACs(G)=4.32, Backbone=ResNet502020.05 | 84.24 | 77.84 | 85.79 | 85.6 | 85.41 | |
| VACSetting=existing, Params(M)=23.61, MACs(G)=14.335, Backbone=ResNet502020.05 | 83.63 | 78.94 | 87.63 | 85.45 | 86.23 | |
| UAPAR2026.04 | 80.77 | 64.77 | — | 79.63 | 76.78 | |
| JGEL2026.04 | 80.56 | 64.98 | — | 86.39 | 76.75 | |
| CLASP (RethinkPAR)Backbone=Swin-B2026.01 | 77.86 | — | — | — | — | |
| CLASP (RethinkPAR)Backbone=Swin-S2026.01 | 76.64 | — | — | — | — | |
| SOLIDERBackbone=Swin-B, Zero-shot=true2023.03 | 76.43 | — | — | — | — | |
| SOLIDERBackbone=Swin-B2026.01 | 76.43 | — | — | — | — | |
| SOLIDERBackbone=Swin-S, Zero-shot=true2023.03 | 76.21 | — | — | — | — | |
| CLASP (RethinkPAR)Backbone=Swin-T2026.01 | 76.03 | — | — | — | — | |
| SOFAFormer2026.04 | 74.7 | 62.1 | — | 75.1 | 74.6 | |
| SOLIDERBackbone=Swin-T, Zero-shot=true2023.03 | 74.37 | — | — | — | — | |
| JLACZero-shot=true2023.03 | 73.6 | — | — | — | — | |
| ALMZero-shot=true2023.03 | 73.01 | — | — | — | — | |
| VACZero-shot=true2023.03 | 71.91 | — | — | — | — | |
| VACBackbone=Res-1012026.01 | 71.91 | — | — | — | — | |
| BaselineSetting=zero-shot, Params(M)=23.61, MACs(G)=4.052020.05 | 71.84 | 58.77 | 77.06 | 68.24 | 71.72 | |
| RethinkPARZero-shot=true2023.03 | 71.62 | — | — | — | — | |
| RethinkPARBackbone=-2026.01 | 71.62 | — | — | — | — | |
| MsVAAZero-shot=true2023.03 | 71.53 | — | — | — | — | |
| MsVAABackbone=Res-1012026.01 | 71.53 | — | — | — | — | |
| VACSetting=zero-shot, Params(M)=23.61, MACs(G)=14.335, Backbone=ResNet502020.05 | 71.05 | 58.9 | 74.98 | 70.48 | 72.13 | |
| MsVAASetting=zero-shot, Params(M)=141.27, MACs(G)=6.28, Backbone=ResNet502020.05 | 71.03 | 59.38 | 74.75 | 70.1 | 72.37 | |
| ALMSetting=zero-shot, Params(M)=30.86, MACs(G)=4.32, Backbone=ResNet502020.05 | 70.67 | 58.56 | 72.97 | 71.31 | 71.65 | |
| AAR2026.04 | — | 62.89 | — | 75.66 | 75.38 | |
| HDFL2026.04 | — | 62.01 | — | 75.36 | 74.78 |