Semantic Segmentation on ADE20K-C
10.8Gauss. ErrorBN Adapt
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BN AdaptBackbone=SegFormer-B52025.01 | 10.8 | 12 | 11.7 | 16.6 | 12.8 | 16.6 | 7.9 | 17 | 16.8 | 29.6 | 32.4 | 18.2 | 19.2 | 25.5 | 26.3 | 18.2 | |
| TentBackbone=SegFormer-B52025.01 | 11.2 | 13 | 12.5 | 17 | 13.5 | 16.9 | 7.7 | 17.7 | 17.4 | 29.7 | 32.5 | 18.6 | 20 | 25.8 | 26.4 | 18.7 | |
| Segformer-B5Backbone=SegFormer-B5, Normalization=LN+BN2025.01 | 14.2 | 15.8 | 15.6 | 23.1 | 16.8 | 22.5 | 10.3 | 22.3 | 21.5 | 38.6 | 42 | 23.1 | 24.5 | 33.1 | 35.3 | 23.9 | |
| COTTABackbone=SegFormer-B52025.01 | 14.6 | 16.1 | 15.8 | 22.6 | 16.5 | 22.1 | 9.8 | 20.9 | 20.4 | 38.8 | 42.3 | 21.9 | 24.3 | 33.6 | 35.4 | 23.7 | |
| Paintersetting=one-shot, corruption level=52025.03 | 19.7 | 23.2 | 20.3 | 27.5 | 25.8 | 31.3 | 13.3 | 6.5 | 22.1 | 35 | 40.9 | 11.7 | 31.3 | 40.3 | 38.5 | 25.8 | |
| DUSABackbone=SegFormer-B52025.01 | 23.6 | 24.5 | 23.2 | 24.7 | 23.2 | 24.7 | 12.5 | 27.3 | 26.7 | 39.3 | 42.6 | 27.1 | 30.6 | 35.7 | 35.6 | 28.1 | |
| VICTsetting=one-shot, corruption level=52025.03 | 24.4 | 26.6 | 25.2 | 28.8 | 27 | 32.8 | 14.9 | 21.7 | 24.7 | 37 | 41.7 | 21 | 32.2 | 41.5 | 39.7 | 29.3 | |
| Paintersetting=zero-shot, corruption level=52025.03 | 24.8 | 25.9 | 26.1 | 27.9 | 25.6 | 31.8 | 13.1 | 9.4 | 23.3 | 35 | 40.4 | 11.7 | 31.2 | 40.4 | 38.6 | 27 | |
| VICTsetting=zero-shot, corruption level=52025.03 | 25.5 | 28 | 27.4 | 28.2 | 26.3 | 31.9 | 13.6 | 17.3 | 23.7 | 36.4 | 40.9 | 12.7 | 31.7 | 40.9 | 38.8 | 28.2 | |
| Paintersetting=one-shot, corruption level=32025.03 | 38.5 | 38.9 | 39.1 | 36.5 | 33.4 | 41.2 | 21.3 | 18.9 | 26.6 | 42.4 | 46.5 | 41.4 | 39.9 | 46.4 | 45.7 | 37.1 | |
| Paintersetting=one-shot, corruption_level=32025.03 | 38.5 | 38.9 | 39.1 | 36.5 | 33.4 | 41.2 | 21.3 | 18.9 | 26.6 | 42.4 | 46.5 | 41.4 | 39.9 | 46.4 | 45.7 | 37.1 | |
| VICTsetting=one-shot, corruption level=32025.03 | 39.4 | 40.2 | 40.7 | 37.4 | 34.6 | 41.1 | 22.4 | 33.9 | 28.8 | 42.8 | 46.5 | 42.1 | 40.7 | 47 | 46.2 | 38.9 | |
| VICTsetting=one-shot, corruption_level=32025.03 | 39.4 | 40.2 | 40.7 | 37.4 | 34.6 | 41.1 | 22.4 | 33.9 | 28.8 | 42.8 | 46.5 | 42.1 | 40.7 | 47 | 46.2 | 38.9 | |
| Paintersetting=zero-shot, corruption level=32025.03 | 39.8 | 39.5 | 40.1 | 36.7 | 33.2 | 41.2 | 21.2 | 24.1 | 27.9 | 42 | 46.4 | 41.1 | 39.8 | 46.3 | 45.8 | 37.7 | |
| Paintersetting=zero-shot, corruption_level=32025.03 | 39.8 | 39.5 | 40.1 | 36.7 | 33.2 | 41.2 | 21.2 | 24.1 | 27.9 | 42 | 46.4 | 41.1 | 39.8 | 46.3 | 45.8 | 37.7 | |
| VICTsetting=zero-shot, corruption level=32025.03 | 39.9 | 39.9 | 41.1 | 37.2 | 34.1 | 41 | 21.9 | 28.4 | 28.7 | 42.3 | 46.4 | 41.4 | 40.2 | 46.7 | 45.7 | 38.3 | |
| VICTsetting=zero-shot, corruption_level=32025.03 | 39.9 | 39.9 | 41.1 | 37.2 | 34.1 | 41 | 21.9 | 28.4 | 28.7 | 42.3 | 46.4 | 41.4 | 40.2 | 46.7 | 45.7 | 38.3 | |
| Paintersetting=one-shot, corruption level=22025.03 | 43.8 | 43.9 | 43 | 42.4 | 43.4 | 44.7 | 26 | 23.2 | 35.3 | 44.2 | 47.1 | 45 | 43.3 | 48.2 | 47.5 | 41.4 | |
| Paintersetting=zero-shot, corruption level=22025.03 | 44.1 | 43.7 | 43.5 | 42.6 | 43.3 | 44.9 | 25.8 | 29.2 | 35.7 | 44.2 | 47.1 | 45 | 43.3 | 48.3 | 47.5 | 41.9 | |
| VICTsetting=zero-shot, corruption level=22025.03 | 44.2 | 43.9 | 43.6 | 42.9 | 43.4 | 45.6 | 26.1 | 30.8 | 35.9 | 45.2 | 47.5 | 45.5 | 42.8 | 48.6 | 47.4 | 42.2 | |
| VICTsetting=one-shot, corruption level=22025.03 | 44.7 | 44.3 | 43.8 | 43.4 | 43.6 | 44.9 | 26.7 | 32.7 | 36.6 | 44.6 | 47.8 | 45.4 | 43.1 | 48.6 | 47.6 | 42.5 |