Semantic Segmentation on DADA-seg 1.0 (test)
46.97mIoUMMUDA
Evaluation Results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MMUDASetting=Cross-source, Backbone=SegFormer MiT-B2, Components=Meta-learning + MDMS + HybridASPP2022.03 | 46.97 | 87.51 | 27.97 | 74.76 | 16.16 | 21.93 | 29.94 | 29.43 | 31.62 | 75.67 | 26.69 | 93.57 | 24.4 | 29.57 | 77.35 | 68.24 | 84.02 | 72.35 | 36.96 | 10.44 | |
| MMUDA Baseline + Meta + MDMSSetting=Cross-source, Backbone=ResNet101, Strategy=Meta-learning + MDMS2022.03 | 46.11 | 87.1 | 27.71 | 71.11 | 22.94 | 20.64 | 32.25 | 29.49 | 34.34 | 75.48 | 24.02 | 92.18 | 20.65 | 33.33 | 74.64 | 63.35 | 71.14 | 39.08 | 39.08 | 12.04 | |
| MMUDA Baseline + MetaSetting=Cross-source, Backbone=ResNet101, Strategy=Meta-learning2022.03 | 45.03 | 86.2 | 25.44 | 70.63 | 14.21 | 19.75 | 26.56 | 28.01 | 29.23 | 74.45 | 25.29 | 93.18 | 20.4 | 31.53 | 75.02 | 64.73 | 76.84 | 38.05 | 38.05 | 10.95 | |
| MMUDA BaselineSetting=Cross-source, Backbone=ResNet1012022.03 | 40.73 | 84.93 | 23.66 | 68.34 | 16.27 | 20.58 | 25.96 | 31.25 | 28.2 | 71.89 | 22.39 | 93.16 | 17.92 | 26.84 | 73.89 | 55.09 | 69.26 | 34.77 | 34.77 | 9.49 | |
| Trans4Trans-MSetting=Cross-source2022.03 | 39.2 | 71.1 | 15.57 | 70.39 | 10.34 | 16.53 | 31.63 | 37.16 | 37.38 | 71.88 | 19.61 | 93.04 | 21.27 | 14.97 | 64.04 | 53.76 | 81.53 | 24.63 | 34.11 | 10.07 | |
| EDCNetSetting=Cross-source2022.03 | 32.04 | 73.03 | 19.47 | 57.31 | 11.6 | 14.3 | 20.7 | 12.27 | 27.22 | 70.54 | 18.98 | 88.64 | 10.69 | 8.7 | 68.14 | 49.8 | 50.86 | — | 9.02 | 4.12 | |
| ISSAFESetting=Cross-source2022.03 | 29.97 | 80.23 | 19.51 | 52.02 | 6.43 | 14.68 | 16.19 | 17.03 | 19.5 | 65.39 | 21.69 | 79.84 | 9.95 | 8.82 | 65.6 | 39.51 | 39.73 | — | 6.09 | 7.03 | |
| BDLSetting=Cross-source2022.03 | 29.66 | 81.44 | 19.18 | 57.18 | 8.61 | 16.26 | 14.65 | 8.78 | 16.77 | 66.6 | 26.83 | 85.87 | 10.51 | 7.16 | 65.45 | 35.18 | 34.78 | — | 2.71 | 5.57 | |
| CLANSetting=Cross-source2022.03 | 28.76 | 79.8 | 18.61 | 51.56 | 8.32 | 13.6 | 15.51 | 17.15 | 21.51 | 63.2 | 21.99 | 80.53 | 8.37 | 6.32 | 63.47 | 33.43 | 33.12 | — | 3.69 | 6.21 | |
| FastSCNNSetting=Source-only2022.03 | 26.32 | 69.91 | 16.3 | 52.53 | 6.09 | 9.63 | 19.98 | 19.3 | 22.58 | 57.04 | 22.95 | 90.81 | 11.19 | 13.95 | 46.16 | 22.65 | 9.74 | — | 4.49 | 4.75 | |
| OCRNetSetting=Source-only2022.03 | 24.85 | 42.13 | 11.54 | 34.49 | 6.63 | 12.7 | 22.76 | 29.03 | 22.28 | 42.41 | 15.15 | 85.43 | 14.31 | 6.65 | 53.94 | 20.65 | 34.86 | — | 9.3 | 7.87 | |
| ResNet101Setting=Source-only2022.03 | 23.6 | 57.96 | 11.16 | 39.94 | 6.43 | 9.46 | 23.67 | 27.37 | 17.32 | 45.65 | 16.47 | 69.21 | 13.19 | 4.51 | 47.29 | 13.75 | 30.44 | — | 6.64 | 8.01 | |
| DANetSetting=Source-only2022.03 | 22.24 | 46.49 | 10.17 | 42.2 | 3.81 | 10.65 | 13.46 | 18.69 | 22.59 | 55.76 | 22.22 | 83.84 | 6.68 | 11.75 | 39.59 | 7.96 | 12.64 | — | 7.98 | 6.12 | |
| ResNeStSetting=Source-only2022.03 | 19.99 | 39.63 | 11.38 | 33.68 | 2.81 | 9.73 | 22.76 | 27.35 | 18.09 | 45.24 | 14.22 | 71.23 | 13.34 | 5.03 | 36.45 | 6.91 | 13.08 | — | 3.94 | 4.87 | |
| DNLNetSetting=Source-only2022.03 | 19.72 | 41.68 | 13.26 | 30.45 | 6.17 | 11.04 | 21.91 | 28.03 | 17.99 | 40.05 | 14.13 | 56.06 | 10.75 | 5.41 | 34.78 | 8.01 | 28.01 | — | 3.55 | 3.39 | |
| SemFPNSetting=Source-only2022.03 | 19.59 | 37.9 | 10.12 | 23.8 | 3.74 | 9.64 | 22.06 | 28.64 | 15.55 | 40.95 | 12.13 | 51.93 | 9.24 | 5.93 | 52.08 | 13.89 | 26.54 | — | 3.66 | 4.36 | |
| ResNet50Setting=Source-only2022.03 | 18.96 | 34.19 | 8.24 | 31.05 | 4.56 | 7.39 | 19.04 | 27.05 | 15.35 | 33.3 | 12.4 | 61.52 | 10.04 | 3.95 | 42.59 | 14.15 | 27.02 | — | 3.72 | 4.72 | |
| PSPNetSetting=Source-only2022.03 | 17.07 | 31.62 | 11.42 | 32.48 | 4.16 | 8.52 | 12.38 | 17.93 | 13.39 | 50.82 | 13.85 | 67.19 | 9.86 | 3.13 | 31.54 | 6.97 | 3.15 | — | 2.97 | 2.89 | |
| MobileNetV2Setting=Source-only2022.03 | 16.05 | 31.87 | 8.5 | 26.55 | 3.6 | 5.38 | 13.96 | 19.51 | 10.87 | 44.99 | 11.09 | 67.05 | 8.11 | 5.23 | 28.58 | 11.77 | 2.17 | — | 1.9 | 3.86 |