Semantic Segmentation on Cityscapes-C long-term adaptation (target)
79.2mIoU (Brig.)Ours
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OursBackbone=SegFormer-B5, Round=12025.12 | 79.2 | — | 73.9 | 39.8 | 47.5 | — | |
| OursBackbone=SegFormer-B5, Round=42025.12 | 78.7 | — | 73.3 | 42.1 | 50.6 | — | |
| DATBackbone=SegFormer-B5, Round=12025.12 | 78.5 | — | 73.5 | 44.8 | 49 | — | |
| SVDPBackbone=SegFormer-B5, Round=12025.12 | 78.3 | — | 72.9 | 43.7 | 52.1 | — | |
| CoTTABackbone=SegFormer-B5, Round=12025.12 | 78.1 | — | 70.4 | 34.6 | 39.1 | — | |
| CoTTABackbone=SegFormer-B5, Round=42025.12 | 78.1 | — | 70.4 | 34.6 | 39 | — | |
| CoTTABackbone=SegFormer-B5, Round=72025.12 | 78.1 | — | 70.3 | 34.5 | 39 | — | |
| CoTTABackbone=SegFormer-B5, Round=102025.12 | 78 | — | 70.4 | 34.4 | 38.9 | — | |
| OursBackbone=SegFormer-B5, Round=72025.12 | 77.7 | — | 72.5 | 40.6 | 48.6 | — | |
| OursBackbone=SegFormer-B5, Round=102025.12 | 77.6 | — | 72.2 | 40 | 48.4 | — | |
| SourceBackbone=SegFormer-B5, Round=12025.12 | 75.7 | — | 67.3 | 33 | 38.6 | — | |
| SourceBackbone=SegFormer-B5, Round=42025.12 | 75.7 | — | 67.3 | 33 | 38.6 | — | |
| SourceBackbone=SegFormer-B5, Round=72025.12 | 75.7 | — | 67.3 | 33 | 38.6 | — | |
| SourceBackbone=SegFormer-B5, Round=102025.12 | 75.7 | — | 67.3 | 33 | 38.6 | — | |
| TENTBackbone=SegFormer-B5, Round=12025.12 | 75.6 | — | 67.1 | 32.9 | 37.4 | — | |
| DATBackbone=SegFormer-B5, Round=42025.12 | 74.6 | — | 68.9 | 47.4 | 50.5 | — | |
| SVDPBackbone=SegFormer-B5, Round=42025.12 | 73.7 | — | 68.5 | 44.7 | 51.8 | — | |
| DATBackbone=SegFormer-B5, Round=72025.12 | 73.2 | — | 67.5 | 45.4 | 48.9 | — | |
| SVDPBackbone=SegFormer-B5, Round=102025.12 | 72.9 | — | 66.9 | 46.2 | 51.8 | — | |
| SVDPBackbone=SegFormer-B5, Round=72025.12 | 72.8 | — | 68 | 46.8 | 52.7 | — | |
| TENTBackbone=SegFormer-B5, Round=42025.12 | 72.6 | — | 62.7 | 30.8 | 33.7 | — | |
| DATBackbone=SegFormer-B5, Round=102025.12 | 72 | — | 66.4 | 43.5 | 47.5 | — | |
| EcoTTABackbone=DeepLabV3+, Round=12025.12 | 70.2 | — | 62.4 | 46.3 | 41.9 | — | |
| TENTBackbone=DeepLabV3+, Round=12025.12 | 70.1 | — | 62.1 | 46.1 | 40.2 | — | |
| EcoTTABackbone=DeepLabV3+, Round=102025.12 | 70.1 | — | 62.8 | 46.6 | 42.2 | — | |
| EcoTTABackbone=DeepLabV3+, Round=42025.12 | 70 | — | 62.8 | 46.5 | 42.2 | — | |
| EcoTTABackbone=DeepLabV3+, Round=72025.12 | 70 | — | 62.8 | 46.5 | 42.1 | — | |
| TENTBackbone=SegFormer-B5, Round=72025.12 | 69.3 | — | 59.1 | 28.7 | 31.5 | — | |
| BN AdaptBackbone=DeepLabV3+, Round=12025.12 | 69.1 | — | 61 | 44.8 | 39.1 | — | |
| BN AdaptBackbone=DeepLabV3+, Round=42025.12 | 69.1 | — | 61 | 44.8 | 39.1 | — | |
| BN AdaptBackbone=DeepLabV3+, Round=72025.12 | 69.1 | — | 61 | 44.8 | 39.1 | — | |
| BN AdaptBackbone=DeepLabV3+, Round=102025.12 | 69.1 | — | 61 | 44.8 | 39.1 | — | |
| TENTBackbone=SegFormer-B5, Round=102025.12 | 66.5 | — | 55.9 | 27.3 | 30.2 | — | |
| TENTBackbone=DeepLabV3+, Round=42025.12 | 62.2 | — | 53.7 | 44.4 | 37.9 | — | |
| SourceBackbone=DeepLabV3+, Round=12025.12 | 60.4 | — | 54.3 | 30 | 4.1 | — | |
| SourceBackbone=DeepLabV3+, Round=42025.12 | 60.4 | — | 54.3 | 30 | 4.1 | — | |
| SourceBackbone=DeepLabV3+, Round=72025.12 | 60.4 | — | 54.3 | 30 | 4.1 | — | |
| SourceBackbone=DeepLabV3+, Round=102025.12 | 60.4 | — | 54.3 | 30 | 4.1 | — | |
| TENTBackbone=DeepLabV3+, Round=72025.12 | 50 | — | 41.5 | 31.6 | 26.6 | — | |
| TENTBackbone=DeepLabV3+, Round=102025.12 | 39.2 | — | 32.6 | 25.3 | 22.4 | — | |
| BN AdaptBackbone=DeepLabV3+2025.12 | — | — | — | — | — | 53.6 | |
| CoTTABackbone=SegFormer-B52025.12 | — | — | — | — | — | 55.5 | |
| DATBackbone=SegFormer-B52025.12 | — | — | — | — | — | 59.6 | |
| EcoTTABackbone=DeepLabV3+2025.12 | — | — | — | — | — | 55.3 | |
| OursBackbone=SegFormer-B52025.12 | — | — | — | — | — | 60.3 | |
| SourceBackbone=DeepLabV3+2025.12 | — | — | — | — | — | 37.2 | |
| SourceBackbone=SegFormer-B52025.12 | — | — | — | — | — | 53.6 | |
| SVDPBackbone=SegFormer-B52025.12 | — | — | — | — | — | 59.9 | |
| TENTBackbone=DeepLabV3+2025.12 | — | — | — | — | — | 42.9 | |
| TENTBackbone=SegFormer-B52025.12 | — | — | — | — | — | 48.8 |