Semantic Segmentation on SpectralEarth Benchmarks Aggregate
1.4RankSpectralEarth-FM-a
Evaluation Results
| Method | Links | |
|---|---|---|
| SpectralEarth-FM-aSensor branch routing=multi-branch, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 1.4 | |
| SpectralEarth-FM-sSensor branch routing=single-branch, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 2.5 | |
| Spec. ViT-LModel scale=Large, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 2.8 | |
| Spec. ViT-BModel scale=Base, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 3.7 | |
| PanopticonEvaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 4.9 | |
| HyperSIGMA-BModel scale=Base, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 6.8 | |
| CARLEvaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 7.3 | |
| HyperSIGMA-LModel scale=Large, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 8.1 | |
| DOFA-BModel scale=Base, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 8.3 | |
| DOFA-LModel scale=Large, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 9.2 | |
| SpecAwareEvaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 11 |