Semantic Segmentation on GTA5 → {Cityscapes, BDD100K, Mapillary Vistas} (val)
55.7mIoU (Cityscapes val)CLOUDS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CLOUDSSource Dataset=GTA52023.12 | 55.7 | 49.3 | 59 | 54.7 | |
| DIDEXSource Dataset=GTA52023.12 | 52.4 | 40.9 | 49.2 | 47.5 | |
| FAMixSource Dataset=GTA52023.12 | 49.5 | 46.4 | 52 | 49.3 | |
| VLTSeg-RBackbone=ResNet-101 [36], Pre-trained=CLIP [73], Decoder Head=Mask2Former [15], Source Dataset=GTA52023.12 | 49.5 | 40 | 52.4 | 47.3 | |
| RICASource Dataset=GTA52023.12 | 48 | 45.2 | 46.3 | 46.5 | |
| TLDRSource Dataset=GTA52023.12 | 47.6 | 44.9 | 48.8 | 47.1 | |
| DGinStyleSource Dataset=GTA52023.12 | 46.9 | 42.8 | 50.2 | 46.6 | |
| SHADESource Dataset=GTA52023.12 | 46.7 | 43.7 | 45.5 | 45.3 | |
| WildNet*Source Dataset=GTA52023.12 | 45.8 | 41.7 | 47.1 | 44.9 | |
| SAN+SAWSource Dataset=GTA52023.12 | 45.3 | 41.2 | 40.8 | 42.4 | |
| PASTASource Dataset=GTA52023.12 | 45.3 | 42.3 | 48.6 | 45.4 | |
| WEDGESource Dataset=GTA52023.12 | 45.2 | 41.1 | 48.1 | 44.8 | |
| FSDRSource Dataset=GTA52023.12 | 44.8 | 41.2 | 43.4 | 43.1 | |
| GTRSource Dataset=GTA52023.12 | 43.7 | 39.6 | 39.1 | 40.8 | |
| DRPCSource Dataset=GTA52023.12 | 42.5 | 38.7 | 38.1 | 39.8 | |
| IBN-Net*Source Dataset=GTA52023.12 | 37.7 | 36.7 | 36.8 | 37.1 | |
| RobustNet*Source Dataset=GTA52023.12 | 37.3 | 38.7 | 38.1 | 38 | |
| BaselineSource Dataset=GTA52023.12 | 36.1 | 36.6 | 43.8 | 38.8 | |
| SWSource Dataset=GTA52023.12 | 36.1 | 36.6 | 32.6 | 35.1 |