Human Parsing on LIP
66.02mIoUHulk
Evaluation Results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HulkBackbone=ViT-L, Category=Generalist, Input Resolution=480x480, Fine-tuned=true2023.12 | 66.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HulkBackbone=ViT-L, Category=Generalist, Input Resolution=480x480, Fine-tuned=false2023.12 | 65.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HulkBackbone=ViT-B, Category=Generalist, Input Resolution=480x480, Fine-tuned=true2023.12 | 63.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HulkBackbone=ViT-B, Category=Generalist, Input Resolution=480x480, Fine-tuned=false2023.12 | 63.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniHCPBackbone=ViT-B, Category=Generalist, Input Resolution=480x480, Fine-tuned=true2023.12 | 63.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniHCPBackbone=ViT-B, Category=Generalist, Input Resolution=480x480, Fine-tuned=false2023.12 | 63.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PATHBackbone=ViT-L, Evaluation Protocol=w/o FT2023.03 | 62.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PATHBackbone=ViT-L, Category=Pretraining, Input Resolution=480x4802023.12 | 62.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PATHBackbone=ViT-L, Evaluation Protocol=Partial FT2023.03 | 62.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PATHBackbone=ViT-B, Category=Pretraining, Input Resolution=480x4802023.12 | 61.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PATHBackbone=ViT-B, Evaluation Protocol=FT2023.03 | 61.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SOLDIERBackbone=Swin-B, Category=Pretraining, Input Resolution=480x4802023.12 | 60.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SOLIDERBackbone=Swin-B2023.03 | 60.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDGNetBackbone=ResNet-101, Category=Specialist, Input Resolution=480x4802023.12 | 60.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SoTA2023.03 | 60.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SOLIDERBackbone=Swin-S2023.03 | 60.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PATHBackbone=ViT-B, Evaluation Protocol=Partial FT2023.03 | 60 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PATHBackbone=ViT-B, Evaluation Protocol=Head FT2023.03 | 59.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCHPBackbone=ResNet-101, Category=Specialist, Input Resolution=480x4802023.12 | 59.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCHP2023.03 | 59.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SOLIDERBackbone=Swin-T2023.03 | 57.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAEBackbone=ViT-B2023.03 | 57.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PCNet2023.03 | 57.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PATHBackbone=ViT-B, Evaluation Protocol=w/o FT2023.03 | 56.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BraidNet2023.03 | 54.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AGRNet2021.01 | 53.8 | 87.4 | 67.56 | 72.63 | 42.96 | 36.65 | 69.15 | 35.35 | 55.74 | 51.13 | 74.19 | 30.49 | 15.69 | 22.61 | 75.01 | 65.04 | 67.76 | 58.51 | 57.13 | 45.79 | 45.37 | |
| CLIPBackbone=ViT-B2023.03 | 53.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CE2P2021.01 | 53.1 | 87.6 | 65.29 | 72.54 | 39.09 | 32.73 | 69.46 | 32.52 | 56.28 | 49.67 | 74.11 | 27.23 | 14.19 | 22.51 | 75.5 | 65.14 | 66.59 | 60.1 | 58.59 | 46.63 | 46.12 | |
| CE2P2023.03 | 53.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JPPNet2023.03 | 51.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SS-NAN2021.01 | 47.92 | 88.67 | 63.86 | 70.12 | 30.63 | 23.92 | 70.27 | 33.51 | 56.75 | 40.18 | 72.19 | 27.68 | 16.98 | 26.41 | 75.33 | 55.24 | 58.93 | 44.01 | 41.87 | 29.15 | 32.64 | |
| MMAN2021.01 | 46.81 | 84.75 | 57.66 | 65.63 | 30.07 | 20.02 | 63.86 | 28.39 | 51.98 | 41.46 | 71.03 | 23.61 | 9.65 | 23.2 | 69.54 | 55.3 | 58.13 | 51.9 | 52.17 | 38.58 | 39.05 | |
| SSL2021.01 | 46.19 | 84.64 | 58.21 | 67.17 | 31.2 | 23.65 | 63.66 | 28.31 | 52.35 | 39.58 | 69.4 | 28.61 | 13.7 | 22.52 | 74.84 | 52.83 | 55.67 | 48.22 | 47.49 | 31.8 | 29.97 | |
| ASN2021.01 | 45.41 | 84.01 | 56.92 | 64.34 | 28.07 | 17.78 | 64.9 | 30.85 | 51.9 | 39.75 | 71.78 | 25.57 | 7.97 | 17.63 | 70.77 | 53.53 | 56.7 | 49.58 | 48.21 | 34.57 | 33.31 | |
| Attention+SSL2021.01 | 44.73 | 84.56 | 59.75 | 67.25 | 28.95 | 21.57 | 65.3 | 29.49 | 51.92 | 38.52 | 68.02 | 24.48 | 14.92 | 24.32 | 71.01 | 52.64 | 55.79 | 40.23 | 38.8 | 28.08 | 29.03 | |
| Attention2021.01 | 42.92 | 84 | 58.87 | 66.78 | 23.32 | 19.48 | 63.2 | 29.63 | 49.7 | 35.23 | 66.04 | 24.73 | 12.84 | 20.41 | 70.58 | 50.17 | 54.03 | 38.35 | 37.7 | 26.2 | 27.09 | |
| DeepLabV22021.01 | 41.64 | 84.53 | 56.48 | 65.33 | 29.98 | 19.67 | 62.44 | 30.33 | 51.03 | 40.51 | 69 | 22.38 | 11.29 | 20.56 | 70.11 | 49.25 | 52.88 | 42.37 | 35.78 | 33.81 | 32.89 | |
| FCN-8s2021.01 | 28.29 | 78.02 | 39.79 | 58.96 | 5.32 | 3.08 | 49.08 | 12.36 | 26.82 | 15.66 | 49.41 | 6.48 | 0 | 2.16 | 62.65 | 29.78 | 36.63 | 28.12 | 26.05 | 17.76 | 17.7 | |
| SegNet2021.01 | 18.17 | 70.62 | 26.6 | 44.01 | 0.01 | 0 | 34.46 | 15.97 | 3.59 | 33.56 | 0.01 | 0 | 0 | 52.38 | 15.3 | 24.23 | 13.82 | 13.17 | 9.26 | 6.47 | 6.47 |