Pedestrian Attribute Recognition on PETA
93.52mAVLM-PAR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VLM-PAR2025.12 | 93.52 | — | — | — | 92.64 | |
| UAPARPublish=Ours2026.04 | 90.74 | 81.46 | 87.05 | 91.16 | 89.06 | |
| PATHBackbone=ViT-L, Evaluation Protocol=Partial FT2023.03 | 90.7 | — | — | — | — | |
| AttriVision2025.12 | 90.7 | — | — | — | 91.5 | |
| JGELPublish=AAAI262026.04 | 90.27 | 83.23 | — | 93.64 | 89.22 | |
| CLIP+CP2025.12 | 90.05 | — | — | — | 91.86 | |
| PATHBackbone=ViT-B, Evaluation Protocol=Partial FT2023.03 | 89.8 | — | — | — | — | |
| PromptPARPublish=TCSVT242026.04 | 88.76 | 82.84 | 89.04 | 89.45 | 89.18 | |
| SSPNet2025.12 | 88.73 | — | — | — | 89.5 | |
| KGPARPublish=arXiv252026.04 | 88.5 | 83.27 | 89.74 | 89.56 | 89.43 | |
| SSPNetPublish=PR242026.04 | 88.37 | 82 | — | 90.55 | 89.5 | |
| CLEAR2025.12 | 88.2 | — | — | — | 89.8 | |
| FOCUSPublish=ICME252026.04 | 88.04 | 81.96 | 88.56 | 89.07 | 88.54 | |
| PATHBackbone=ViT-B, Evaluation Protocol=FT2023.03 | 88 | — | — | — | — | |
| HDFLPublish=NN252026.04 | 87.55 | 79.66 | 87.08 | 87.16 | 86.85 | |
| ACMFNet2025.12 | 87.52 | — | — | — | 87.31 | |
| SoTA2023.03 | 87.1 | — | — | — | — | |
| SOFAPublish=AAAI242026.04 | 87.1 | 81.1 | 87.8 | 88.4 | 87.8 | |
| DAFLPublish=AAAI222026.04 | 87.07 | 78.88 | 85.78 | 87.03 | 86.4 | |
| GRL2019.10 | 86.7 | — | 84.34 | 88.82 | 86.51 | |
| ALM2019.10 | 86.3 | 79.52 | 85.65 | 88.09 | 86.85 | |
| ALMBackbone=BN-Inception2020.05 | 86.3 | 79.52 | 85.65 | 88.09 | 86.85 | |
| EALCPublish=Neurocomputing232026.04 | 85.94 | 80.58 | — | 87.38 | 87.44 | |
| AttExpIB-NetPublish=TIFS232026.04 | 85.9 | 77.58 | — | 86.36 | 85.32 | |
| JRL2019.10 | 85.67 | — | 86.03 | 85.34 | 85.42 | |
| VTBPublish=TCSVT222026.04 | 85.31 | 79.6 | 86.76 | 87.17 | 86.71 | |
| IAAPublish=PR222026.04 | 85.27 | 78.04 | 86.08 | 85.8 | 85.64 | |
| BaselineBackbone=ResNet502020.05 | 85.11 | 79.14 | 86.99 | 86.33 | 86.39 | |
| MAEBackbone=ViT-B2023.03 | 84.6 | — | — | — | — | |
| DIAA2019.10 | 84.59 | 78.56 | 86.79 | 86.12 | 86.46 | |
| MsVAABackbone=ResNet1012020.05 | 84.59 | 78.56 | 86.79 | 86.12 | 86.46 | |
| VeSPA2019.10 | 83.45 | 77.73 | 86.18 | 84.81 | 85.49 | |
| FocalLossBackbone=ResNet502020.05 | 83 | 76.18 | 84.85 | 84.44 | 84.31 | |
| PGDM2019.10 | 82.97 | 78.08 | 86.86 | 84.68 | 85.76 | |
| PGDMBackbone=CaffeNet2020.05 | 82.97 | 78.08 | 86.86 | 84.68 | 85.76 | |
| DeepMar2019.10 | 82.89 | 75.07 | 83.68 | 83.14 | 83.41 | |
| DeepMARBackbone=CaffeNet2020.05 | 82.89 | 75.07 | 83.68 | 83.14 | 83.41 | |
| BN-Inception2019.10 | 82.66 | 77.73 | 86.68 | 84.2 | 85.57 | |
| DeepMarModel type=CNN2017.09 | 82.6 | 75.07 | 83.68 | 83.14 | 83.41 | |
| JRLmode=single model version2019.10 | 82.13 | — | 82.55 | 82.12 | 82.02 | |
| JRLBackbone=AlexNet2020.05 | 82.13 | — | 82.55 | 82.12 | 82.02 | |
| HP-netModel type=HydraPlus-Net2017.09 | 81.77 | 76.13 | 84.92 | 83.24 | 84.07 | |
| HP-Net2019.10 | 81.77 | 76.13 | 84.92 | 83.24 | 84.07 | |
| HPNetBackbone=InceptionNet2020.05 | 81.77 | 76.13 | 84.92 | 83.24 | 84.07 | |
| CLIPBackbone=ViT-B2023.03 | 81.2 | — | — | — | — | |
| ACNModel type=CNN2017.09 | 81.15 | 73.66 | 84.06 | 81.26 | 82.64 | |
| ACN2019.10 | 81.15 | 73.66 | 84.06 | 81.26 | 82.64 | |
| M-netModel type=CNN2017.09 | 80.58 | 75.68 | 84.81 | 82.9 | 83.85 | |
| PATHBackbone=ViT-B, Evaluation Protocol=Head FT2023.03 | 79 | — | — | — | — | |
| FC6-mmFeatures=Deep-learned2017.09 | 77.96 | 48.13 | 54.06 | 76.49 | 63.35 | |
| FC7-mmFeatures=Deep-learned2017.09 | 76.65 | 45.41 | 51.33 | 75.14 | 61 | |
| ELF-mmFeatures=Hand-crafted2017.09 | 75.21 | 43.68 | 49.45 | 74.24 | 59.36 | |
| ACN2017.03 | — | 81.15 | — | — | — | |
| APR2017.03 | — | 84.94 | — | — | — | |
| Baseline 22017.03 | — | 84.45 | — | — | — | |
| MRFr22017.03 | — | 71.1 | — | — | — | |
| MVA2017.03 | — | 84.61 | — | — | — | |
| SequencePARPublish=PR252026.04 | — | 84.92 | 90.44 | 90.73 | 90.46 | |
| ViT-REPublish=TMM242026.04 | — | 81.64 | 88.59 | 88.82 | 88.7 |