Semantic Segmentation on Increasing Storm
75.8mIoU (Clear, F)SVDP
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SVDPBackbone=Segformer-B1, Type=Test-time adaptation2024.09 | 75.8 | — | 71.4 | 71.3 | 68.6 | 69.3 | 66.2 | 67.1 | 63.7 | 64.4 | 51.1 | 65.1 | 69.2 | 66.9 | 0.04 | |
| No AdaptBackbone=Segformer-B1, Type=None2024.09 | 73.4 | — | 68.8 | — | 64.2 | — | 58 | — | 51.8 | — | 31.2 | 57.8 | — | — | 60.8 | |
| HAMLETBackbone=Segformer-B1, Type=Online adaptation2024.09 | 73.4 | — | 69.9 | 68.8 | 67.7 | 67.5 | 66.6 | 66.4 | 65.5 | 64.6 | 58.9 | 66.7 | 67.6 | 67.1 | 46.3 | |
| DAWABackbone=Segformer-B1, Type=Online adaptation2024.09 | 73.4 | — | 70.4 | 71.6 | 68.9 | 70 | 67.6 | 69.1 | 66.1 | 66.4 | 60.6 | 67.6 | 70 | 68.7 | 40.7 | |
| CoTTA real-timeBackbone=Segformer-B1, Type=Test-time adaptation2024.09 | 73.3 | — | 70.3 | 70.6 | 66.9 | 66.4 | 62.5 | 61.4 | 57.6 | 56.9 | 39.7 | 59.2 | 65.5 | 62.3 | 27 | |
| TENTBackbone=Segformer-B1, Type=Test-time adaptation2024.09 | 73 | — | 68.5 | 68.6 | 64.5 | 64.8 | 59.7 | 60.2 | 54.5 | 54.8 | 35.9 | 56.2 | 63.6 | 59.9 | 10 | |
| TENT+Replay BufferBackbone=Segformer-B1, Type=Test-time adaptation2024.09 | 73 | — | 68.5 | 68.6 | 64.5 | 64.8 | 59.7 | 60.2 | 54.4 | 54.7 | 35.8 | 56.1 | 63.6 | 59.9 | 7.8 | |
| CoTTABackbone=Segformer-B1, Type=Test-time adaptation2024.09 | 72.5 | — | 69.5 | 70.9 | 65.9 | 68.2 | 66.1 | 64.7 | 64.6 | 63.5 | 57.2 | 65.6 | 68.1 | 66.8 | 0.6 | |
| No AdaptBackbone=DeepLab-V2, Type=None2024.09 | 64.5 | — | 57.1 | — | 48.7 | — | 41.5 | — | 34.4 | — | 18.5 | 37.3 | — | — | 39.4 | |
| OnDABackbone=DeepLab-V2, Type=Online adaptation2024.09 | 64.5 | — | 60.4 | 57.1 | 57.3 | 54.5 | 54.8 | 52.2 | 52 | 49.1 | 42.2 | 54.2 | 55.1 | 54.6 | 6.7 |