Landsat
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Outlier Detection | landsat ADBench | AUROC69.91 | 17 | |
| Outlier Detection | landsat (Group I) | AUROC69.91 | 14 | |
| Pansharpening | Landsat Full-resolution Ave real-world (scenes) | D_lambda0.0961 | 11 | |
| Pansharpening | Landsat-Ave | PSNR41.036 | 11 | |
| Outlier Detection | landsat | Precision-s30.68 | 9 | |
| NDVI prediction | Landsat next-year prediction | MAE0.0328 | 6 | |
| Mixture Proportion Estimation | UCI landsat (test) | Abs Estimation Error0.012 | 6 | |
| PvN classification | UCI Landsat (test) | Accuracy93.8 | 6 | |
| Multi-Class Classification | Landsat (test) | Macro F183.5 | 4 | |
| Multiclass Classification | Landsat UCI | Accuracy80.8 | 4 | |
| Cloud and Shadow Segmentation | Landsat 8 RefUNet (test) | Precision (Cloud)94.59 | 4 | |
| Geospatial Reasoning | Landsat TerraScope-Bench | Accuracy73.9 | 3 | |
| Clustering | Landsat 8 (ground truth data (30 rock samples)) | Accuracy86.6 | 3 |
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