Semantic Segmentation on WOD (val)
66.63mIoUSLARM
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SLARMResolution=160 x 2402026.03 | 66.63 | 89.23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mask2Former-SwinBackbone=Swin, Resolution=160 x 2402026.03 | 55.05 | 81.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LSegResolution=160 x 2402026.03 | 48.76 | 79.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OffSeg-LResolution=160 x 2402026.03 | 48.68 | 76.35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SegFormerResolution=160 x 2402026.03 | 46.6 | 75.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OffSeg-BResolution=160 x 2402026.03 | 46.12 | 74.17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SegMANResolution=160 x 2402026.03 | 45.67 | 71.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Mask2Former-R50Backbone=ResNet-50, Resolution=160 x 2402026.03 | 44.29 | 70.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EfficientViT-SegResolution=160 x 2402026.03 | 43.52 | 76.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LitePTreproduced=true2026.05 | 0.717 | — | 0.631 | 0.839 | 0.412 | 0.098 | 0.784 | 0.907 | 0.75 | 0.395 | 0.79 | 0.745 | 0.736 | 0.876 | 0.918 | 0.7 | 0.698 | 0.932 | 0.563 | 0.511 | 0.81 | 0.773 | |
| VaViT-B*reproduced=false2026.05 | 0.709 | — | 0.625 | 0.867 | 0.393 | 0.077 | 0.769 | 0.908 | 0.74 | 0.336 | 0.796 | 0.666 | 0.744 | 0.872 | 0.919 | 0.702 | 0.708 | 0.934 | 0.551 | 0.499 | 0.814 | 0.783 | |
| VaViT-Breproduced=false2026.05 | 0.705 | — | 0.613 | 0.842 | 0.428 | 0.102 | 0.747 | 0.908 | 0.744 | 0.337 | 0.795 | 0.633 | 0.738 | 0.806 | 0.92 | 0.699 | 0.711 | 0.935 | 0.554 | 0.503 | 0.814 | 0.783 | |
| PTv3reproduced=true2026.05 | 0.702 | — | 0.633 | 0.839 | 0.346 | 0.039 | 0.771 | 0.904 | 0.708 | 0.327 | 0.773 | 0.671 | 0.743 | 0.88 | 0.917 | 0.675 | 0.708 | 0.934 | 0.566 | 0.52 | 0.815 | 0.778 | |
| SphereFormerreproduced=false2026.05 | 0.699 | — | 0.616 | 0.877 | 0.402 | 0.009 | 0.697 | 0.902 | 0.739 | 0.418 | 0.772 | 0.654 | 0.719 | 0.837 | 0.917 | 0.684 | 0.698 | 0.933 | 0.539 | 0.479 | 0.808 | 0.772 |