Semantic Segmentation on Five-Billion-Pixels Cross-sensor
66.19mIoUSpectralMoE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SpectralMoEModel Category=Ours2026.03 | 66.19 | 77.25 | |
| REINModel Category=Foundation model-based DGSS Models2026.03 | 59.06 | 73.44 | |
| DepthForgeModel Category=Foundation model-based DGSS Models2026.03 | 58.79 | 75.08 | |
| FADAModel Category=Foundation model-based DGSS Models2026.03 | 56.84 | 73.44 | |
| SETModel Category=Foundation model-based DGSS Models2026.03 | 55.73 | 70.24 | |
| DINOv3Model Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 55.54 | 69.18 | |
| DINOv2Model Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 53.37 | 69.1 | |
| CLIPModel Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 46.3 | 61.59 | |
| EVA02Model Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 45.48 | 59.11 | |
| SAMModel Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 44.98 | 59.35 | |
| DOFAModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 44.6 | 58.66 | |
| CopernicusModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 33.84 | 42.44 | |
| SenPaMAEModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 32.28 | 45.5 | |
| GalileoModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 31.68 | 43.36 | |
| DSTCModel Category=Spectral Remote Sensing Domain Generalized Semantic Segmentation Models2026.03 | 29.79 | 40.61 | |
| SoftConModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 29.59 | 40.81 |