Semantic Segmentation on LoveDA Cross-Style
59.11mIoUSpectralMoE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SpectralMoEModel Category=Ours2026.03 | 59.11 | 75.38 | |
| DepthForgeModel Category=Foundation model-based DGSS Models2026.03 | 57.5 | 71.92 | |
| REINModel Category=Foundation model-based DGSS Models2026.03 | 56.96 | 71.37 | |
| DINOv3Model Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 55.75 | 74.83 | |
| FADAModel Category=Foundation model-based DGSS Models2026.03 | 55.63 | 70.85 | |
| SETModel Category=Foundation model-based DGSS Models2026.03 | 54.58 | 72.38 | |
| DINOv2Model Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 54.1 | 68.39 | |
| EVA02Model Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 53.04 | 65.7 | |
| DOFAModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 52.41 | 67.54 | |
| SAMModel Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 52.17 | 66.82 | |
| CLIPModel Category=Visual Foundation Models, Backbone Status=Freeze Backbone2026.03 | 51.62 | 66.95 | |
| DSTCModel Category=Spectral Remote Sensing Domain Generalized Semantic Segmentation Models2026.03 | 47.78 | 62.9 | |
| CopernicusModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 43.96 | 58.16 | |
| SoftConModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 41.01 | 54.91 | |
| SenPaMAEModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 38.71 | 53.1 | |
| GalileoModel Category=Remote Sensing Foundation Models, Backbone Status=Freeze Backbone2026.03 | 32.45 | 45.49 |