Semantic Segmentation on Five-Billion-Pixels (Cross-Regional)
60.32mIoUSpectralMoE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SpectralMoEModel Category=Ours2026.03 | 60.32 | 75.78 | |
| SETModel Category=Foundation model-based DGSS Models2026.03 | 55.61 | 70.98 | |
| FADAModel Category=Foundation model-based DGSS Models2026.03 | 55.35 | 71.99 | |
| REINModel Category=Foundation model-based DGSS Models2026.03 | 55.27 | 71.87 | |
| DepthForgeModel Category=Foundation model-based DGSS Models2026.03 | 54.92 | 71.43 | |
| DINOv3Model Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 54.44 | 70.71 | |
| DINOv2Model Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 52.48 | 69.92 | |
| DOFAModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 49.48 | 67.38 | |
| EVA02Model Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 49.33 | 62.66 | |
| CLIPModel Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 48.1 | 64.51 | |
| SAMModel Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 47.14 | 64.68 | |
| DSTCModel Category=Spectral Remote Sensing Domain Generalized Semantic Segmentation Models2026.03 | 46.27 | 59.71 | |
| CopernicusModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 43.56 | 60.35 | |
| SenPaMAEModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 43.31 | 58.94 | |
| SoftConModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 43.24 | 58.65 | |
| GalileoModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 38.54 | 52.63 |