Semantic Segmentation on Apolloscapes
24.75mIoUMoE-RAM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MoE-RAMbackbone=Frozen ViT2025.12 | 24.75 | 28.47 | 38.35 | 29.48 | |
| BiSecNetV22025.12 | 22.92 | 27.12 | — | — | |
| NonLinearMoEbackbone=Frozen ViT2025.12 | 22.32 | 27.3 | 37.18 | 27.03 | |
| SoftMoEbackbone=Frozen ViT2025.12 | 22.22 | 27.11 | 39.02 | 26.95 | |
| HRDA2025.12 | 22.19 | 27.27 | 34.39 | 26.94 | |
| LinearMoEbackbone=Frozen ViT2025.12 | 21.92 | 26.76 | 37.23 | 26.79 | |
| SegNet2025.12 | 21.01 | 24.6 | — | — | |
| AttaNet2025.12 | 20.89 | 24.85 | 26.64 | 25.67 | |
| TopFormer2025.12 | 20.84 | 24.71 | 26.37 | 25.7 | |
| SeaFormer2025.12 | 20.58 | 24.53 | 25.54 | 25.28 | |
| ViT+ASSPbackbone=Frozen ViT2025.12 | 17.11 | 21.18 | — | — |