Semantic Segmentation on FoggyCityscapes + RainCityscapes
98.7Road IoUVBLC
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VBLCArchitecture=Transformer-based2022.11 | 98.7 | 88.4 | 91.9 | 66.3 | 65.2 | 62.7 | 69.1 | 79.6 | 92.2 | 72.4 | 92.3 | 80 | 66 | 94.6 | 79.9 | 90.9 | 81.8 | 64 | 80.6 | 79.8 | |
| VBLCArchitecture=CNN-based2022.11 | 98.6 | 86.9 | 87.2 | 62.1 | 55.3 | 54.2 | 65.1 | 77.8 | 86.9 | 66.8 | 90.1 | 77.5 | 63.2 | 93.7 | 77.3 | 86.6 | 55 | 59.4 | 79.5 | 74.9 | |
| DAFormerArchitecture=Transformer-based2022.11 | 98.5 | 87 | 90.8 | 55.1 | 53.7 | 56.3 | 62.8 | 73.6 | 91.5 | 70.7 | 90 | 75.6 | 56.8 | 92.7 | 65.9 | 88.3 | 79.9 | 56.9 | 77.6 | 74.9 | |
| DACSArchitecture=CNN-based2022.11 | 97.9 | 82.3 | 88.7 | 40.8 | 42.4 | 41 | 53.5 | 67.3 | 89.2 | 58.2 | 90.8 | 70.8 | 54.4 | 91.3 | 62.9 | 82.5 | 56.4 | 47 | 72.4 | 67.9 | |
| SegFormerArchitecture=Transformer-based2022.11 | 97.8 | 81.6 | 86.9 | 54.3 | 48.3 | 49.2 | 57.3 | 71.6 | 86.9 | 65.5 | 83.4 | 71.9 | 57.1 | 91.8 | 67.9 | 80.1 | 73.1 | 49.9 | 74.6 | 71 | |
| DeepLab-v2Architecture=CNN-based2022.11 | 96.7 | 72.4 | 74.1 | 28.6 | 41.4 | 42.2 | 49.8 | 67.6 | 72.6 | 62.5 | 80.6 | 70.4 | 54.4 | 88.4 | 56.1 | 72.4 | 33.7 | 42.7 | 70.1 | 61.9 | |
| FDAArchitecture=CNN-based2022.11 | 87 | 56.9 | 82.1 | 4.3 | 11.6 | 36.3 | 41.8 | 60.4 | 80.6 | 51.6 | 70.6 | 66.7 | 50.3 | 86 | 46.4 | 63.7 | 26.2 | 41.4 | 66.3 | 54.2 |