Semantic Segmentation on Synthia to {Cityscapes, BDD, Mapillary}
53.4mIoU (Cityscapes)CLOUDS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CLOUDSEncoder=ConvNext-L2023.12 | 53.4 | 47 | 55.8 | 52.1 | |
| CLOUDSEncoder=ResNet-1012023.12 | 49.1 | 40.3 | 50.1 | 46.5 | |
| CLOUDSEncoder=ResNet-502023.12 | 46.1 | 37.6 | 48.1 | 43.9 | |
| MoDifyEncoder=ResNet-1012023.12 | 43.4 | 39.5 | 42.3 | 41.7 | |
| TLDREncoder=ResNet-1012023.12 | 42.6 | 35.5 | 37.5 | 38.5 | |
| CLOUDSEncoder=MiT-B52023.12 | 42.2 | 38.3 | 43.6 | 41.4 | |
| TLDREncoder=ResNet-502023.12 | 41.9 | 34.4 | 36.8 | 37.7 | |
| SAN-SAWEncoder=ResNet-1012023.12 | 40.9 | 36 | 37.3 | 38 | |
| FSDREncoder=ResNet-1012023.12 | 40.8 | 37.4 | 39.6 | 39.3 | |
| GTREncoder=ResNet-1012023.12 | 39.7 | 35.3 | 36.4 | 37.1 | |
| HRDAEncoder=MiT-B5, Note=experiment obtained using the official code2023.12 | 39.6 | 32.6 | 40 | 37.4 | |
| SAN-SAWEncoder=ResNet-502023.12 | 38.9 | 35.2 | 34.5 | 36.2 | |
| MoDifyEncoder=ResNet-502023.12 | 38.9 | 33.7 | 36.2 | 36.3 | |
| FC-CLIPEncoder=ConvNext-L, Note=experiment obtained using the official code2023.12 | 38 | 29.9 | 39 | 35.6 | |
| DRPCEncoder=ResNet-1012023.12 | 37.6 | 34.4 | 34.1 | 35.3 | |
| DRPCEncoder=ResNet-502023.12 | 35.7 | 31.5 | 32.7 | 33.3 | |
| HRDAEncoder=ResNet-101, Note=experiment obtained using the official code2023.12 | 34.9 | 25 | 34 | 31.3 |