Semantic Segmentation on EnMAP NLCD
43.7mIoUSpectralEarth-FM-a
Evaluation Results
| Method | Links | |
|---|---|---|
| SpectralEarth-FM-aSensor branch routing=multi-branch, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 43.7 | |
| Spec. ViT-LModel scale=Large, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 42.9 | |
| SpectralEarth-FM-sSensor branch routing=single-branch, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 42.6 | |
| Spec. ViT-BModel scale=Base, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 41.1 | |
| PanopticonEvaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 38.6 | |
| HyperSIGMA-BModel scale=Base, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 34.6 | |
| CARLEvaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 34.3 | |
| HyperSIGMA-LModel scale=Large, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 33.9 | |
| DOFA-BModel scale=Base, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 32.7 | |
| DOFA-LModel scale=Large, Evaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 32.1 | |
| SpecAwareEvaluation protocol=frozen encoder, Segmentation head type=SegFormer-style2026.05 | 31.7 |