Semantic Segmentation on DensePASS C-to-D (val)
56.81mIoUDATR-S
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DATR-Ssource-free UDA=false2026.03 | 56.81 | 80.63 | 51.77 | 87.8 | 44.94 | 43.73 | 37.23 | 25.66 | 21 | 78.61 | 26.68 | 93.77 | 54.62 | 29.5 | 80.03 | 67.35 | 63.75 | 87.67 | 67.57 | 37.1 | |
| DPPASS-Tsource-free UDA=false2026.03 | 55.3 | 78.74 | 46.29 | 87.47 | 48.62 | 40.47 | 35.38 | 24.97 | 17.39 | 79.23 | 40.85 | 93.49 | 52.09 | 29.4 | 79.19 | 58.73 | 47.24 | 86.48 | 66.6 | 38.11 | |
| DAPASSsource-free UDA=true, Backbone=b22026.03 | 55.04 | 78.75 | 41.95 | 86.28 | 31.89 | 44.79 | 34.32 | 22.51 | 17.22 | 79.47 | 42.11 | 93.48 | 49.79 | 20.97 | 81.34 | 66.84 | 68.77 | 84.39 | 61.23 | 39.74 | |
| DAFormersource-free UDA=false2026.03 | 54.67 | 73.75 | 27.34 | 86.35 | 35.88 | 45.56 | 36.28 | 25.53 | 10.65 | 79.87 | 41.64 | 94.74 | 49.69 | 25.15 | 77.7 | 63.06 | 65.61 | 86.68 | 65.12 | 48.13 | |
| PCSsource-free UDA=false2026.03 | 53.83 | 78.1 | 46.24 | 86.24 | 30.33 | 45.78 | 34.04 | 22.74 | 13 | 79.98 | 33.07 | 93.44 | 47.69 | 22.53 | 79.2 | 61.59 | 67.09 | 83.26 | 58.68 | 48.13 | |
| Trans4PASS-Tsource-free UDA=false2026.03 | 53.18 | 78.13 | 41.19 | 85.93 | 29.88 | 37.02 | 32.54 | 21.59 | 18.94 | 78.67 | 45.2 | 93.88 | 48.54 | 16.91 | 79.58 | 65.33 | 55.76 | 84.63 | 59.05 | 37.61 | |
| DAPASSsource-free UDA=true, Backbone=b12026.03 | 53.16 | 78.15 | 41.51 | 85.74 | 29.48 | 37.46 | 32.24 | 21.89 | 19.14 | 78.82 | 45.38 | 93.73 | 49.02 | 16.74 | 79.32 | 64.84 | 56.02 | 84.52 | 58.58 | 37.43 | |
| 360SFUDA++source-free UDA=true, Backbone=b22026.03 | 52.99 | 74 | 48.03 | 85.86 | 34.41 | 41.28 | 31.25 | 22.59 | 17.41 | 76.74 | 26.24 | 92.65 | 54.6 | 30.76 | 79.41 | 55.6 | 59.84 | 81.25 | 59.89 | 35.02 | |
| 360SFUDA++source-free UDA=true, Backbone=b12026.03 | 50.19 | 68.59 | 46.7 | 84.06 | 29.08 | 34.41 | 31.28 | 20.31 | 16.84 | 75.04 | 23.07 | 92.2 | 50.03 | 18.32 | 78.75 | 56.53 | 49.9 | 83.63 | 59 | 35.46 | |
| SIMsource-free UDA=false2026.03 | 44.58 | 68.16 | 32.59 | 80.58 | 25.68 | 31.38 | 23.6 | 19.39 | 14.09 | 72.65 | 26.41 | 87.88 | 41.74 | 16.09 | 73.56 | 47.08 | 42.81 | 56.35 | 47.72 | 39.3 | |
| DATCsource-free UDA=true2026.03 | 43.06 | 70.21 | 35.87 | 80.6 | 21.42 | 28.14 | 19.1 | 5.79 | 15.1 | 72.76 | 27.42 | 88.14 | 41.65 | 10.29 | 72.32 | 47.8 | 21.97 | 80.91 | 46.65 | 32.01 | |
| ECANetsource-free UDA=false2026.03 | 43.02 | 81.6 | 19.46 | 81 | 32.02 | 39.47 | 25.54 | 3.85 | 17.38 | 79.01 | 39.75 | 94.6 | 46.39 | 12.98 | 81.96 | 49.25 | 28.29 | 0 | 55.36 | 29.47 | |
| SFDAsource-free UDA=true2026.03 | 42.7 | 68.75 | 31.59 | 80.99 | 19.61 | 29.6 | 18.67 | 7.7 | 14.08 | 73.74 | 24.91 | 88.38 | 41.66 | 8.46 | 69.97 | 47.48 | 33.25 | 72.02 | 47.62 | 32.77 | |
| P2PDAsource-free UDA=false2026.03 | 41.99 | 70.21 | 30.24 | 78.44 | 26.72 | 28.44 | 14.02 | 11.67 | 5.79 | 68.54 | 38.2 | 85.97 | 28.14 | 0 | 70.36 | 60.49 | 38.9 | 77.8 | 39.85 | 24.02 | |
| Source-Onlysource-free UDA=true2026.03 | 38.65 | 65.26 | 29.4 | 77.04 | 15.14 | 28.72 | 14.15 | 9.36 | 10.55 | 69.09 | 21.1 | 82.91 | 40.98 | 10.42 | 68.56 | 32.9 | 44.94 | 50.98 | 37.74 | 25.19 |