Pedestrian Attribute Recognition on MSP60K
80.13mALLM-PAR
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LLM-PAR2026.03 | 80.13 | 78.71 | 84.39 | 90.52 | 86.94 | |
| PromptPAR2026.03 | 78.81 | 76.53 | 84.4 | 87.15 | 85.35 | |
| HAP2026.03 | 76.92 | 76.12 | 84.78 | 86.14 | 85.45 | |
| PARFormer2026.03 | 76.14 | 76.67 | 84.77 | 86.93 | 85.44 | |
| VTB2026.03 | 76.09 | 75.36 | 83.56 | 86.46 | 84.56 | |
| UniPARTraining Mode=Individually Trained2026.03 | 75.12 | 76.32 | 86.77 | 84.32 | 85.15 | |
| DFDT2026.03 | 74.19 | 76.35 | 85.03 | 86.35 | 85.69 | |
| Strong Baseline2026.03 | 74.09 | 73.74 | 84.06 | 83.51 | 83.31 | |
| MaHDFT2026.03 | 74.08 | 74.4 | 82.82 | 86.41 | 83.93 | |
| SSPNet2026.03 | 74.03 | 74.1 | 84.01 | 84.02 | 84.02 | |
| RethinkingPAR2026.03 | 74.01 | 74.2 | 84.17 | 83.94 | 84.06 | |
| VTB-PLIP2026.03 | 73.9 | 73.16 | 82.01 | 84.82 | 82.93 | |
| MambaPAR2026.03 | 73.85 | 73.64 | 83.19 | 84.29 | 83.28 | |
| Label2Label2026.03 | 73.61 | 72.66 | 81.79 | 84.32 | 82.56 | |
| Zhou et al.2026.03 | 73.07 | 68.76 | 78.38 | 82.1 | 80.2 | |
| SequencePAR2026.03 | 71.88 | 71.99 | 83.24 | 82.29 | 82.29 | |
| DeepMAR2026.03 | 70.46 | 72.83 | 84.71 | 81.46 | 83.06 | |
| SSCNet2026.03 | 69.71 | 69.31 | 79.22 | 82.47 | 80.82 | |
| Rethink-PLIP2026.03 | 69.44 | 68.9 | 79.82 | 81.15 | 80.48 |