Pedestrian Attribute Recognition on PA-100K (test)
86.18mAUniHCP
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| UniHCPEvaluation protocol=finetune2023.03 | 86.18 | — | — | — | — | — | — | |
| DAFL2023.03 | 83.54 | — | — | — | — | — | — | |
| L2L2023.03 | 82.37 | — | — | — | — | — | — | |
| VAL-PAT2023.04 | 82.3 | 80.9 | 88.5 | 88.5 | 88.5 | — | — | |
| Label2Labelbackbone=ResNet502022.07 | 82.24 | 79.23 | 86.39 | 88.57 | 87.08 | — | — | |
| Label2Label2023.04 | 82.2 | 79.2 | 86.4 | 88.6 | 87.1 | — | — | |
| SSC2023.04 | 81.9 | 78.9 | 86 | 89.1 | 86.9 | — | — | |
| SSC2022.07 | 81.87 | 78.89 | 85.98 | 89.1 | 86.87 | — | — | |
| SSC2023.03 | 81.87 | — | — | — | — | — | — | |
| C-Tran2023.03 | 81.53 | — | — | — | — | — | — | |
| RePAR*status=re-implemented2023.04 | 80.9 | 79.2 | 87.7 | 87.2 | 87.4 | — | — | |
| AQNbackbone=ResNet502022.07 | 80.89 | 78.51 | 86.15 | 87.85 | 86.58 | — | — | |
| Q2L2023.03 | 80.72 | — | — | — | — | — | — | |
| ALM2019.10 | 80.68 | 77.08 | 84.21 | 88.84 | 86.46 | — | — | |
| REPAR2023.04 | 80.2 | 79.2 | 87.8 | 87 | 87.4 | — | — | |
| MsVAAreimplemented=true2022.07 | 80.1 | 76.98 | 86.26 | 85.62 | 85.5 | — | — | |
| MsVAA2023.04 | 80.1 | 77 | 86.2 | 85.6 | 85.5 | — | — | |
| UniHCPEvaluation protocol=direct eval2023.03 | 79.32 | — | — | — | — | — | — | |
| ALM2023.04 | 79.3 | 78.6 | 87.3 | 86.7 | 86.6 | — | — | |
| ALMreimplemented=true2022.07 | 79.26 | 78.64 | 87.33 | 86.73 | 86.64 | — | — | |
| VACreimplemented=true2022.07 | 79.04 | 78.95 | 88.41 | 86.07 | 86.83 | — | — | |
| VAC2023.04 | 79 | 79 | 88.4 | 86.1 | 86.8 | — | — | |
| FC Headbackbone=ResNet502022.07 | 77.96 | 75.86 | 86.27 | 84.16 | 84.72 | — | — | |
| BN-Inceptionrole=baseline2019.10 | 77.47 | 75.05 | 86.61 | 85.34 | 85.97 | — | — | |
| LGNet2023.04 | 77 | 75.6 | 87 | 83.2 | 85 | — | — | |
| LG-Net2019.10 | 76.96 | 75.55 | 86.99 | 83.17 | 85.04 | — | — | |
| LGNet2022.07 | 76.96 | 75.55 | 86.99 | 83.17 | 85.04 | — | — | |
| VESPA2019.10 | 76.32 | 73 | 84.99 | 81.49 | 83.2 | — | — | |
| VeSPA2022.07 | 76.32 | 73 | 84.99 | 81.49 | 83.2 | — | — | |
| VESPA2023.04 | 76.3 | 73 | 85 | 81.5 | 83.2 | — | — | |
| PGDM2023.04 | 75 | 73 | 84.4 | 82.2 | 83.3 | — | — | |
| PGDM2019.10 | 74.95 | 73.08 | 84.36 | 82.24 | 83.29 | — | — | |
| PGDM2022.07 | 74.95 | 73.08 | 84.36 | 82.24 | 83.29 | — | — | |
| OSNettraining=from scratch2019.05 | 74.6 | 76 | 88.3 | 82.5 | 85.3 | — | — | |
| HP-Net2019.10 | 74.21 | 72.19 | 82.97 | 82.09 | 82.53 | — | — | |
| HPNet2022.07 | 74.21 | 72.19 | 82.97 | 82.09 | 82.53 | — | — | |
| HydraPlusNet2019.05 | 74.2 | 72.2 | 83 | 82.1 | 82.5 | — | — | |
| DeepMar2019.10 | 72.7 | 70.39 | 82.24 | 80.42 | 81.32 | — | — | |
| DeepMar2019.05 | 72.7 | 70.4 | 82.2 | 80.4 | 81.3 | — | — | |
| DeepMAR2022.07 | 72.7 | 70.39 | 82.24 | 80.42 | 81.32 | — | — | |
| YOLOv8n-ResNet18Architecture=YOLOv8n-ResNet182026.06 | — | 89.96 | — | — | — | 36.32 | 58.8 |