Semantic Segmentation on MSeg (test)
79.5mIoU (VOC)GSS-FT-W
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GSS-FT-WIteration=160k2023.03 | 79.5 | 47.7 | 75.9 | 65.3 | 68 | 49.7 | 61.9 | |
| GSS-FT-WBackbone=Swin-Large, Iteration=160k2023.03 | 79.5 | 47.7 | 75.9 | 65.3 | 68 | 49.7 | 61.9 | |
| GSS-FFIteration=160k2023.03 | 78.7 | 45.8 | 74.2 | 61.8 | 65.4 | 46.9 | 59.5 | |
| MSeg+Backbone=Swin-Large, Iteration=160k2023.03 | 78.7 | 47.5 | 75.1 | 66.1 | 68.1 | 49 | 61.7 | |
| GSS-FFBackbone=Swin-Large, Iteration=160k2023.03 | 78.7 | 45.8 | 74.2 | 61.8 | 65.4 | 46.9 | 59.5 | |
| MSeg-480pIteration=1,500k, Resolution=480p2023.03 | 76.4 | 45.9 | 81.2 | 62.7 | 68.2 | 49.5 | 61.2 | |
| MSeg-720pIteration=1,500k, Resolution=720p2023.03 | 74.7 | 44 | 83.5 | 60.4 | 67.9 | 47.7 | 59.8 | |
| MSeg-1080pIteration=1,500k, Resolution=1080p2023.03 | 72 | 44 | 84.5 | 59.9 | 66.5 | 49.5 | 59.8 | |
| MSegIteration=500k2023.03 | 70.7 | 42.7 | 83.3 | 62 | 67 | 48.2 | 59.2 | |
| MSegBackbone=HRNet-W48, Iteration=500k2023.03 | 70.7 | 42.7 | 83.3 | 62 | 67 | 48.2 | 59.2 | |
| MSeg-w/o relabelIteration=500k2023.03 | 70.2 | 42.7 | 82 | 62.7 | 65.5 | 43.2 | 57.6 | |
| MGDAIteration=500k2023.03 | 69.4 | — | 57.5 | 39.9 | — | 33.5 | 46.1 | |
| MGDABackbone=HRNet-W48, Iteration=500k2023.03 | 69.4 | — | 57.5 | 39.9 | — | 33.5 | 46.1 | |
| GSS-FT-WBackbone=HRNet-W48, Iteration=160k2023.03 | 65.2 | 38.8 | 75.2 | 62.5 | 66.2 | 43.1 | 55.2 | |
| GSS-FFBackbone=HRNet-W48, Iteration=160k2023.03 | 64.1 | 37.1 | 72.3 | 59.3 | 62 | 40.6 | 52.6 | |
| MSeg+Backbone=HRNet-W48, Iteration=160k2023.03 | 63.8 | 39.6 | 73.9 | 60.9 | 65.1 | 43.5 | 54.9 | |
| CCSAIteration=500k2023.03 | 48.9 | — | 52.4 | 36 | — | 27 | 39.7 | |
| CCSABackbone=HRNet-W48, Iteration=500k2023.03 | 48.9 | — | 52.4 | 36 | — | 27 | 39.7 |