Semantic Segmentation on MTS12 N→S
30.5mIoUSpectralX on SatMAE++
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SpectralX on SatMAE++Category=Parameter-Efficient Fine-Tuning, Backbone=SatMAE++, Fine-tuning protocol=Part2025.08 | 30.5 | 40.2 | 82.6 | — | |
| HyperSIGMAVenue=arXiv242025.08 | 29.72 | — | — | -11.86 | |
| HyperSIGMACategory=Remote Sensing/Spectral Foundation Models, Fine-tuning protocol=Full2025.08 | 29.7 | 39.3 | 81.8 | — | |
| SpectralX on ScaleMAECategory=Parameter-Efficient Fine-Tuning, Backbone=ScaleMAE, Fine-tuning protocol=Part2025.08 | 29.7 | 39.3 | 81.4 | — | |
| DSTCCategory=Domain Adaptation/Generalization2025.08 | 28.7 | 38.5 | 80.6 | — | |
| LoRA on SatMAE++Category=Parameter-Efficient Fine-Tuning, Backbone=SatMAE++, Fine-tuning protocol=Part2025.08 | 28.2 | 38.2 | 80.4 | — | |
| LoRA on ScaleMAECategory=Parameter-Efficient Fine-Tuning, Backbone=ScaleMAE, Fine-tuning protocol=Part2025.08 | 27.6 | 37.9 | 79.8 | — | |
| SLR on SatMAE++Category=Parameter-Efficient Fine-Tuning, Backbone=SatMAE++, Fine-tuning protocol=Part2025.08 | 27.1 | 37.8 | 79.5 | — | |
| SLR on ScaleMAECategory=Parameter-Efficient Fine-Tuning, Backbone=ScaleMAE, Fine-tuning protocol=Part2025.08 | 26.7 | 37.1 | 79.1 | — | |
| ScaleMAEVenue=ICCV232025.08 | 25.73 | — | — | -10.21 | |
| SSCCategory=Domain Adaptation/Generalization2025.08 | 25.7 | 34.8 | 76.6 | — | |
| ScaleMAECategory=Remote Sensing/Spectral Foundation Models, Fine-tuning protocol=Full2025.08 | 25.7 | 34.6 | 78.6 | — | |
| SatMAE++Category=Remote Sensing/Spectral Foundation Models, Fine-tuning protocol=Full2025.08 | 25.7 | 34.4 | 78.9 | — | |
| SatMAE++Venue=CVPR242025.08 | 25.65 | — | — | -12.93 | |
| SpectralGPT+Venue=TPAMI242025.08 | 25.04 | — | — | -10.91 | |
| SpectralGPT+Category=Remote Sensing/Spectral Foundation Models, Fine-tuning protocol=Full2025.08 | 25 | 33.9 | 77.9 | — | |
| DAENCategory=Domain Adaptation/Generalization2025.08 | 23.8 | 32 | 76.7 | — |