Panoptic Segmentation on SYNTHIA to Cityscapes
87.7Road IoUUniDAformer
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UniDAformerArchitecture=Multi-branch panoptic segmentation architecture2022.06 | 87.7 | 34 | 73.2 | 1.3 | 0 | 8.1 | 9.9 | 6.7 | 78.2 | 74 | 37.6 | 25.3 | 40.7 | 37.4 | 15 | 18.8 | 66.9 | 44.3 | 34.2 | |
| AdvEntadaptation=domain adaptive2021.03 | 87.1 | 32.4 | 69.7 | 1.1 | 0 | 3.8 | 0.7 | 2.3 | 71.7 | 72 | 28.2 | 17.7 | 31 | 21.1 | 6.3 | 4.9 | 65.6 | 36.3 | 28.1 | |
| AdvEntArchitecture=Multi-branch panoptic segmentation architecture2022.06 | 87.1 | 32.4 | 69.7 | 1.1 | 0 | 3.8 | 0.7 | 2.3 | 71.7 | 72 | 28.2 | 17.7 | 31 | 21.1 | 6.3 | 4.9 | 65.6 | 36.3 | 28.1 | |
| CVRNadaptation=domain adaptive2021.03 | 86.6 | 33.8 | 74.6 | 3.4 | 0 | 10 | 5.7 | 13.5 | 80.3 | 76.3 | 26 | 18 | 34.1 | 37.4 | 7.3 | 6.2 | 66.6 | 40.9 | 32.1 | |
| CVRNArchitecture=Multi-branch panoptic segmentation architecture2022.06 | 86.6 | 33.8 | 74.6 | 3.4 | 0 | 10 | 5.7 | 13.5 | 80.3 | 76.3 | 26 | 18 | 34.1 | 37.4 | 7.3 | 6.2 | 66.6 | 40.9 | 32.1 | |
| FDAadaptation=domain adaptive2021.03 | 79 | 22 | 61.8 | 1.1 | 0 | 5.6 | 5.5 | 9.5 | 51.6 | 70.7 | 23.4 | 16.3 | 34.1 | 31 | 5.2 | 8.8 | 65 | 35.5 | 26.6 | |
| FDAArchitecture=Multi-branch panoptic segmentation architecture2022.06 | 79 | 22 | 61.8 | 1.1 | 0 | 5.6 | 5.5 | 9.5 | 51.6 | 70.7 | 23.4 | 16.3 | 34.1 | 31 | 5.2 | 4.8 | 65 | 35.5 | 26.6 | |
| CRSTadaptation=domain adaptive2021.03 | 75.4 | 19 | 70.8 | 1.4 | 0 | 7.3 | 0 | 5.2 | 74.1 | 69.2 | 23.7 | 19.9 | 33.4 | 26.6 | 2.4 | 4.8 | 60.3 | 35.6 | 27.1 | |
| CRSTArchitecture=Multi-branch panoptic segmentation architecture2022.06 | 75.4 | 19 | 70.8 | 1.4 | 0 | 7.3 | 6.2 | 5.2 | 74.1 | 69.2 | 23.7 | 19.9 | 33.4 | 26.6 | 2.4 | 4.8 | 60.3 | 35.6 | 27.1 | |
| UniDAformer2022.06 | 73.7 | 26.5 | 71.9 | 1 | 0 | 7.6 | 9.9 | 12.4 | 81.4 | 77.4 | 27.4 | 23.1 | 47 | 40.9 | 12.6 | 15.4 | 64.7 | 42.2 | 33 | |
| CVRN2022.06 | 66.2 | 19.4 | 72.5 | 2.1 | 0 | 3.8 | 6.5 | 4.4 | 79.7 | 75.1 | 26.5 | 11.5 | 36.6 | 34.1 | 7.1 | 8.2 | 61.4 | 35.9 | 27.9 | |
| AdvEnt2022.06 | 55.9 | 14.4 | 64 | 0 | 0 | 4.6 | 3.3 | 2.7 | 75.5 | 72.3 | 24.9 | 9.7 | 33.8 | 26.7 | 5.2 | 7.1 | 60.2 | 33 | 25 | |
| SVMin2022.06 | 48 | 11.8 | 56.9 | 0.5 | 0 | 3.9 | 3.8 | 4.4 | 72.5 | 68.9 | 26.4 | 15 | 35.3 | 25.8 | 6.3 | 7.6 | 63.3 | 32.6 | 24.2 | |
| CRST2022.06 | 46.8 | 11.8 | 56.8 | 0.9 | 0 | 4 | 2.6 | 3.5 | 70.9 | 64.3 | 20.7 | 11.8 | 32.9 | 32.2 | 6.2 | 7.9 | 62.5 | 31.9 | 23.3 | |
| DAF2022.06 | 34.6 | 7.5 | 53.8 | 0 | 0 | 2.1 | 3.1 | 2.6 | 72.8 | 67.5 | 21.3 | 9.4 | 28.2 | 22.7 | 4.4 | 4.4 | 59 | 28.3 | 20.9 | |
| Baselineunified_architecture=UPSNet [4]2022.06 | 33.9 | 7.3 | 45.6 | 0 | 0 | 2.9 | 5.2 | 7.6 | 65 | 57.1 | 19.2 | 5.4 | 22.3 | 14.9 | 1.3 | 4.8 | 56.4 | 21.8 | 18.3 | |
| Source onlyadaptation=none2021.03 | 32.3 | 5.1 | 58.5 | 0.9 | 0 | 0.9 | 0 | 4.6 | 61.7 | 61.3 | 27.6 | 9.5 | 32.8 | 22.6 | 1 | 2.7 | 59 | 27.8 | 20.1 | |
| PSNArchitecture=Multi-branch panoptic segmentation architecture2022.06 | 32.3 | 5.1 | 58.5 | 0.9 | 0 | 0.9 | 0 | 4.6 | 61.7 | 61.3 | 27.6 | 9.5 | 32.8 | 22.6 | 1 | 2.7 | 59 | 27.8 | 20.1 | |
| FDA2022.06 | 29.2 | 5.8 | 63.6 | 0.1 | 0 | 4.9 | 4 | 4.8 | 73.9 | 62.5 | 24.5 | 11.4 | 32.1 | 27.1 | 5.2 | 8 | 59.1 | 30.3 | 22.3 |