Semantic Segmentation on ADE20K 2017 (val)
52.87mIoU (s.s.)UperNet + CAC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UperNet + CACHead=UperNet, Backbone=Swin-Large, fps=10.44, #params.=234.75M, Pre-training (ImageNet-22K)=true2023.03 | 52.87 | 54.43 | |
| UperNet + CACHead=UperNet, Backbone=Swin-Base, fps=14.38, #params.=122.20M, Pre-training (ImageNet-22K)=true2023.03 | 52 | 53.52 | |
| UperNetHead=UperNet, Backbone=Swin-Large, fps=10.54, #params.=233.96M, Pre-training (ImageNet-22K)=true2023.03 | 52 | 53.5 | |
| UperNetHead=UperNet, Backbone=Swin-Base, fps=14.63, #params.=121.42M, Pre-training (ImageNet-22K)=true2023.03 | 50.04 | 51.66 | |
| DeepLab-V3+ + CACHead=DeepLab-V3+, Backbone=ResNet-101, fps=16.03, #params.=63.47M2023.03 | 47.25 | 48.41 | |
| UperNet + CACHead=UperNet, Backbone=Swin-Tiny, fps=19.96, #params.=60.73M2023.03 | 46.91 | 49.03 | |
| DeepLab-V3+ + CACHead=DeepLab-V3+, Backbone=ResNet-50, fps=23.54, #params.=44.48M2023.03 | 46.29 | 47.56 | |
| UperNet + CACHead=UperNet, Backbone=ResNet-101, fps=19.49, #params.=86.30M2023.03 | 46.06 | 47.74 | |
| OCRNet + CACHead=OCRNet, Backbone=HRNet-W48, fps=13.33, #params.=71.32M2023.03 | 45.68 | 48.13 | |
| DeepLab-V3+Head=DeepLab-V3+, Backbone=ResNet-101, fps=16.39, #params.=62.68M2023.03 | 45.47 | 46.35 | |
| UperNet + CACHead=UperNet, Backbone=ResNet-50, fps=23.37, #params.=67.30M2023.03 | 45.24 | 46.3 | |
| UperNetHead=UperNet, Backbone=Swin-Tiny, fps=20.38, #params.=59.94M2023.03 | 44.51 | 45.81 | |
| OCRNet + CACHead=OCRNet, Backbone=HRNet-W18, fps=14.37, #params.=12.97M2023.03 | 44.47 | 47.16 | |
| DeepLab-V3+Head=DeepLab-V3+, Backbone=ResNet-50, fps=24.09, #params.=43.69M2023.03 | 43.95 | 44.93 | |
| UperNetHead=UperNet, Backbone=ResNet-101, fps=19.65, #params.=85.51M2023.03 | 43.82 | 44.85 | |
| OCRNetHead=OCRNet, Backbone=HRNet-W48, fps=13.78, #params.=70.53M2023.03 | 43.25 | 44.88 | |
| UperNetHead=UperNet, Backbone=ResNet-50, fps=24.06, #params.=66.52M2023.03 | 42.05 | 42.78 | |
| DeepLab-V3+ + CACHead=DeepLab-V3+, Backbone=MobileNet-V2, fps=36.25, #params.=16.13M2023.03 | 39.34 | 41.28 | |
| OCRNetHead=OCRNet, Backbone=HRNet-W18, fps=14.62, #params.=12.18M2023.03 | 39.32 | 40.8 | |
| FCN + CACHead=FCN, Backbone=MobileNet-V2, fps=49.46, #params.=10.61M2023.03 | 37.4 | 39.09 | |
| DeepLab-V3+Head=DeepLab-V3+, Backbone=MobileNet-V2, fps=38.42, #params.=15.35M2023.03 | 34.02 | 34.82 | |
| FCNHead=FCN, Backbone=MobileNet-V2, fps=51.1, #params.=9.82M2023.03 | 19.71 | 19.56 |