Pedestrian Attribute Recognition on RAP
81.87mAALM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ALM#P=17.1M, GFLOPs=1.952019.10 | 81.87 | 68.17 | 74.71 | 86.48 | 80.16 | |
| ALMBackbone=BN-Inception2020.05 | 81.87 | 68.17 | 74.71 | 86.48 | 80.16 | |
| GRL#P=>50M, GFLOPs=>102019.10 | 81.2 | — | 77.7 | 80.9 | 79.29 | |
| LG-Net#P=>20M, GFLOPs=> 42019.10 | 78.68 | 68 | 80.36 | 79.82 | 80.09 | |
| LGNetBackbone=Inception-V22020.05 | 78.68 | 68 | 80.36 | 79.82 | 80.09 | |
| BaselineBackbone=ResNet502020.05 | 78.48 | 67.17 | 82.84 | 76.25 | 78.94 | |
| JRL2019.10 | 77.81 | — | 78.11 | 78.98 | 78.58 | |
| VeSPA#P=17.0M, GFLOPs=> 32019.10 | 77.7 | 67.35 | 79.51 | 79.67 | 79.59 | |
| FocalLossBackbone=ResNet502020.05 | 77.32 | 65.91 | 80.74 | 75.13 | 76.47 | |
| HP-netModel type=HydraPlus-Net2017.09 | 76.12 | 65.39 | 77.33 | 78.79 | 78.05 | |
| HP-Net2019.10 | 76.12 | 65.39 | 77.33 | 78.79 | 78.05 | |
| HPNetBackbone=InceptionNet2020.05 | 76.12 | 65.39 | 77.33 | 78.79 | 78.05 | |
| BN-Inception#P=10.3M, GFLOPs=1.782019.10 | 75.76 | 65.57 | 78.92 | 77.49 | 78.2 | |
| JRLmode=single model version2019.10 | 74.74 | — | 75.08 | 74.96 | 74.62 | |
| JRLBackbone=AlexNet2020.05 | 74.74 | — | 75.08 | 74.96 | 74.62 | |
| M-netModel type=CNN2017.09 | 74.44 | 64.99 | 77.83 | 77.89 | 77.86 | |
| PGDM#P=87.2M, GFLOPs=≈12019.10 | 74.31 | 64.57 | 78.86 | 75.9 | 77.35 | |
| PGDMBackbone=CaffeNet2020.05 | 74.31 | 64.57 | 78.86 | 75.9 | 77.35 | |
| DeepMarModel type=CNN2017.09 | 73.79 | 62.02 | 74.92 | 76.21 | 75.56 | |
| DeepMar#P=58.5M, GFLOPs=0.722019.10 | 73.79 | 62.02 | 74.92 | 76.21 | 75.56 | |
| DeepMARBackbone=CaffeNet2020.05 | 73.79 | 62.02 | 74.92 | 76.21 | 75.56 | |
| FC6-mmFeatures=Deep-learned2017.09 | 73.32 | 33.37 | 37.57 | 73.23 | 49.66 | |
| FC7-mmFeatures=Deep-learned2017.09 | 72.28 | 31.72 | 35.75 | 71.78 | 47.73 | |
| ELF-mmFeatures=Hand-crafted2017.09 | 69.94 | 29.29 | 32.84 | 71.18 | 44.95 | |
| ACNModel type=CNN2017.09 | 69.66 | 62.61 | 80.12 | 72.26 | 75.98 | |
| ACN2019.10 | 69.66 | 62.61 | 80.12 | 72.26 | 75.98 |