Human Parsing on LIP (val)
63.86mIoUUniHCP
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UniHCPEvaluation Protocol=finetune2023.03 | 63.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UniHCPEvaluation Protocol=direct eval2023.03 | 63.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PLIPBackbone=Swin-B2023.05 | 63.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PLIPBackbone=RN1522023.05 | 62.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUP-NLBackbone=RN1522023.05 | 61.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BaselineBackbone=RN1522023.05 | 61.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PLIPBackbone=RN1012023.05 | 61.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUP-NLBackbone=RN1012023.05 | 60.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIPBackbone=RN1012023.05 | 60.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BaselineBackbone=RN1012023.05 | 60.57 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SOLIDERBackbone=Swin-B2023.05 | 60.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUPBackbone=RN1012023.05 | 60.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PLIPBackbone=RN502023.05 | 60.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDGNetmulti-scale=true, flipping=true2021.11 | 60.3 | — | — | 71.06 | 74.61 | 50.13 | 42.09 | 71.58 | 40 | 58.73 | 55.25 | 77.92 | 34.32 | 30.05 | 32.97 | 77.12 | 71.25 | 73.35 | 70.54 | 69.26 | — | — | 88.86 | 58.24 | 58.75 | — | — | — | |
| CDGNet2021.11 | 60.3 | 88.86 | 71.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDGNet2023.03 | 60.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SOLIDERBackbone=Swin-S2023.05 | 60.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDGNetmulti-scale=false2021.11 | 59.93 | — | — | 70.71 | 74.43 | 50.68 | 41.72 | 70.92 | 38.51 | 57.6 | 54.3 | 77.65 | 33.86 | 30.59 | 31.98 | 76.89 | 70.93 | 73.03 | 70.3 | 68.92 | — | — | 88.83 | 58.17 | 58.67 | — | — | — | |
| LUP-NLBackbone=RN502023.05 | 59.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIPBackbone=RN502023.05 | 59.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LUPBackbone=RN502023.05 | 59.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| A-CE2PSCHP=Yes, Test Time Augmentation=Yes2019.10 | 59.36 | — | — | 70.63 | 74.09 | 51.4 | 41.7 | 70.56 | 40.06 | 58.17 | 55.17 | 76.57 | 33.78 | 26.63 | 32.83 | 76.63 | 69.33 | 71.76 | 67.93 | 67.42 | — | — | 88.4 | 56.56 | 57.55 | — | — | — | |
| SCHP2021.11 | 59.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCHP2023.03 | 59.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BaselineBackbone=RN502023.05 | 59.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HHP2021.11 | 59.25 | 89.05 | 70.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| A-CE2PSCHP=Yes2019.10 | 58.62 | — | — | 69.96 | 73.55 | 50.46 | 40.72 | 69.93 | 39.02 | 57.45 | 54.27 | 76.01 | 32.88 | 26.29 | 31.68 | 76.19 | 68.65 | 70.92 | 67.28 | 66.56 | — | — | 88.36 | 55.76 | 56.5 | — | — | — | |
| SCHPinference_time=single image2021.11 | 58.62 | — | — | 69.96 | 73.55 | 50.46 | 40.72 | 69.93 | 39.02 | 57.45 | 54.27 | 76.01 | 32.88 | 26.29 | 31.68 | 76.19 | 68.65 | 70.92 | 67.28 | 66.56 | — | — | 88.36 | 55.76 | 56.5 | — | — | — | |
| MoCov3Backbone=RN502023.05 | 57.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SOLIDERBackbone=Swin-T2023.05 | 57.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PCNet2021.11 | 57.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PCNet2023.03 | 57.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCIBISS2021.11 | 56.99 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ISNet2021.11 | 56.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CNIFBackbone=ResNet-1012018.09 | 56.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| A-CE2PSCHP=No2019.10 | 56.88 | — | — | 69.59 | 73.02 | 45.21 | 35.59 | 69.85 | 35.97 | 56.96 | 51.06 | 75.79 | 30.41 | 22 | 27.07 | 75.79 | 68.54 | 70.3 | 67.83 | 66.9 | — | — | 88.11 | 53.53 | 54.08 | — | — | — | |
| BGNet2021.11 | 56.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OCNet (w/ ASP-OC)Backbone=HRNetV2-482018.09 | 56.35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OCNet (w/ Base-OC)Backbone=HRNetV2-482018.09 | 56.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HRNetBackbone=HRNetV2-482018.09 | 55.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CCNet2018.11 | 55.47 | 88.01 | 63.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CorrPM2021.11 | 55.33 | — | — | 66.2 | 71.56 | 41.06 | 31.09 | 70.2 | 37.74 | 57.95 | 48.4 | 75.19 | 32.37 | 23.79 | 29.23 | 74.36 | 66.53 | 68.61 | 62.8 | 62.81 | — | — | 87.77 | 49.03 | 49.82 | — | — | — | |
| CorrPM2021.11 | 55.33 | 87.68 | 67.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OCNet (w/ ASP-OC)Backbone=ResNet-1012018.09 | 55.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Double Attention2021.11 | 55.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OCNet (w/ Base-OC)Backbone=ResNet-1012018.09 | 55.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SNT2021.11 | 54.73 | 88.05 | 66.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SNT2023.03 | 54.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SNT2021.11 | 54.7 | — | — | 66.9 | 72.2 | 42.7 | 32.3 | 70.1 | 33.8 | 57.5 | 48.9 | 75.2 | 32.5 | 19.4 | 27.4 | 74.9 | 65.8 | 68.1 | 60.03 | 59.8 | — | — | 88.2 | 47.6 | 48.1 | — | — | — | |
| CE2PBackbone=ResNet-101, fusing with flipped images=true2018.09 | 53.1 | 87.37 | 63.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CE2P2019.10 | 53.1 | — | — | 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 | — | — | 87.67 | 46.63 | 46.12 | — | — | — | |
| CE2P2018.11 | 53.1 | 87.37 | 63.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CE2PBackbone=ResNet-1012018.09 | 53.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CE2P2021.11 | 53.1 | — | — | 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 | — | — | 87.67 | 46.63 | 46.12 | — | — | — | |
| CE2P2021.11 | 53.1 | 87.37 | 63.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JPPNetPose information=true2018.04 | 51.37 | 86.39 | 62.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JPPNet2018.09 | 51.37 | 86.39 | 62.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JPPNet2019.10 | 51.37 | — | — | 63.55 | 70.2 | 36.16 | 23.48 | 68.15 | 31.42 | 55.65 | 44.56 | 72.19 | 28.39 | 18.76 | 25.14 | 73.36 | 61.97 | 63.88 | 58.21 | 57.99 | — | — | 86.26 | 44.02 | 44.09 | — | — | — | |
| JPPNet2018.11 | 51.37 | 86.39 | 62.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JPPNetBackbone=ResNet-1012018.09 | 51.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JPPNet2021.11 | 51.37 | — | — | 63.55 | 70.2 | 36.16 | 23.48 | 68.15 | 31.42 | 55.65 | 44.56 | 72.19 | 28.39 | 18.76 | 25.14 | 73.36 | 61.97 | 63.88 | 58.21 | 57.99 | — | — | 86.26 | 44.02 | 44.09 | — | — | — | |
| MuLA2019.10 | 49.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MuLABackbone=ResNet-1012018.09 | 49.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPReID2018.03 | 48.16 | 85.07 | 60.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SS-NANBackbone=ResNet-1012018.09 | 47.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SS-NAN2021.11 | 47.92 | — | — | 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 | — | — | 88.67 | 29.15 | 32.64 | — | — | — | |
| MMAN2018.07 | 46.81 | — | — | 57.66 | 65.63 | 30.07 | 20.02 | 64.15 | 28.39 | 51.98 | 41.46 | 71.03 | 23.61 | 9.65 | — | 69.54 | 55.3 | 58.13 | 51.9 | 52.17 | 38.58 | 39.05 | 84.75 | — | — | — | — | — | |
| MMAN2019.10 | 46.81 | — | — | 57.66 | 65.63 | 30.07 | 20.02 | 64.15 | 28.39 | 51.98 | 41.46 | 71.03 | 23.61 | 9.65 | 23.2 | 69.54 | 55.3 | 58.13 | 51.9 | 52.17 | — | — | 84.75 | 38.58 | 39.05 | — | — | — | |
| MMANBackbone=ResNet-1012018.09 | 46.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMAN2021.11 | 46.81 | — | — | 57.66 | 65.63 | 30.07 | 20.02 | 64.15 | 28.39 | 51.98 | 41.46 | 71.03 | 23.61 | 9.65 | 23.2 | 69.54 | 55.3 | 58.13 | 51.9 | 52.17 | — | — | 84.75 | 38.58 | 39.05 | — | — | — | |
| SSL2018.07 | 46.19 | — | — | 58.21 | 67.17 | 31.2 | 23.65 | 63.66 | 28.31 | 52.35 | 39.58 | 69.4 | 28.61 | 13.7 | — | 74.84 | 52.83 | 55.67 | 48.22 | 47.49 | 31.8 | 29.97 | 84.64 | — | — | — | — | — | |
| SSL2019.10 | 46.19 | — | — | 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 | — | — | 84.64 | 31.8 | 29.97 | — | — | — | |
| Macro ANcomponent=Macro2018.07 | 45.6 | — | — | 57.24 | 65.28 | 28.87 | 19.56 | 64.02 | 27.51 | 51.39 | 38.13 | 70.11 | 22.81 | 9.05 | — | 68.6 | 54.19 | 56.29 | 50.57 | 51.22 | 37.15 | 37.42 | 83.25 | — | — | — | — | — | |
| Micro ANcomponent=Micro2018.07 | 45.52 | — | — | 57.47 | 65.05 | 28.66 | 16.93 | 63.95 | 31.45 | 51.11 | 39.64 | 70.85 | 25.58 | 6.87 | — | 68.89 | 53.62 | 56.69 | 49.81 | 49.42 | 35.35 | 35.65 | 84.46 | — | — | — | — | — | |
| ASN2018.07 | 45.41 | — | — | 56.92 | 64.34 | 28.07 | 17.78 | 64.9 | 30.85 | 51.9 | 39.75 | 71.78 | 25.57 | 7.97 | — | 70.77 | 53.53 | 56.7 | 49.58 | 48.21 | 34.57 | 33.31 | 84.01 | — | — | — | — | — | |
| SAN2018.11 | 44.81 | 84.22 | 55.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepLabBackbone=ResNet-1012018.04 | 44.8 | 84.09 | 55.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepLab (ResNet-101)Backbone=ResNet-1012018.09 | 44.8 | 84.09 | 55.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepLab2019.10 | 44.8 | — | — | 59.76 | 66.22 | 28.76 | 23.91 | 64.95 | 33.68 | 52.86 | 37.67 | 68.05 | 26.15 | 17.44 | 25.23 | 70 | 50.42 | 53.89 | 39.36 | 38.27 | — | — | 84.09 | 26.95 | 28.36 | — | — | — | |
| DeepLabBackbone=ResNet-1012018.11 | 44.8 | 84.09 | 55.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Attention + SSLSSL=true2017.03 | 44.73 | 84.36 | 54.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Attention+SSL2018.07 | 44.73 | — | — | 59.75 | 67.25 | 28.95 | 21.57 | 65.3 | 29.49 | 51.92 | 38.52 | 68.02 | 24.48 | 14.92 | — | 71.01 | 52.64 | 55.79 | 40.23 | 38.8 | 28.08 | 29.03 | 84.56 | — | — | — | — | — | |
| SS-JPPNet2018.04 | 44.73 | 84.36 | 54.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Attention + SSL2018.03 | 44.73 | 84.36 | 54.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Attention+SSLBackbone=ResNet-1012018.09 | 44.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Do-DeepLab-ASPP2018.07 | 44.72 | — | — | 56.16 | 65.28 | 28.53 | 20.16 | 62.54 | 29.04 | 51.22 | 38 | 69.82 | 22.62 | 10.63 | — | 69.88 | 51.83 | 53.01 | 45.68 | 46.08 | 35.82 | 34.72 | 83.47 | — | — | — | — | — | |
| DeepLab-ASPP2018.07 | 44.03 | — | — | 56.48 | 65.33 | 29.98 | 19.67 | 62.44 | 30.33 | 51.03 | 40.51 | 69 | 22.38 | 11.29 | — | 70.11 | 49.25 | 52.88 | 42.37 | 35.78 | 33.81 | 32.89 | 84.53 | — | — | — | — | — | |
| DeepLab2021.11 | 44.03 | — | — | 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 | — | — | 84.53 | 33.81 | 32.89 | — | — | — | |
| Attention2017.03 | 42.92 | 83.43 | 54.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Attention2018.07 | 42.92 | — | — | 58.87 | 66.78 | 23.32 | 19.48 | 63.2 | 29.63 | 49.7 | 35.23 | 66.04 | 24.73 | 12.84 | — | 70.58 | 50.17 | 54.03 | 38.35 | 37.7 | 26.2 | 27.09 | 84 | — | — | — | — | — | |
| Attention2018.04 | 42.92 | 83.43 | 54.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Attention2018.03 | 42.92 | 83.43 | 54.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Attention2018.09 | 42.92 | 83.43 | 54.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Attention2019.10 | 42.92 | — | — | 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 | — | — | 84 | 26.2 | 27.09 | — | — | — | |
| Attention2018.11 | 42.92 | 83.43 | 54.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Attention2021.11 | 42.92 | — | — | 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 | — | — | 84 | 26.2 | 27.09 | — | — | — | |
| DeepLabV2 + SSLbackbone=VGG-16, dense CRF=false, SSL=true2017.03 | 42.44 | 83.16 | 52.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepLabV2 + SSL2018.03 | 42.44 | 83.16 | 52.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepLabV2backbone=VGG-16, dense CRF=false2017.03 | 41.64 | 82.66 | 51.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepLabBackbone=VGG-162018.04 | 41.64 | 82.66 | 51.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |