| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| WHU-Hi-LongKou (WHLK) | MSDiff | Overall Accuracy99.59 | 120 | 1mo ago | |
| Pavia University (test) | JigsawHSI | Overall Accuracy (OA)100 | 103 | 1mo ago | |
| Indian Pines (test) | SG-DSCNet | Overall Accuracy (OA)99.9 | 100 | 1mo ago | |
| Indian Pines | two-stage pixel-wise label propagation scheme | Overall Accuracy (OA)96.63 | 69 | 20d ago | |
| Pavia University (80% test) | MSDiff | Overall Accuracy (OA)99.52 | 46 | 1mo ago | |
| Salinas (SA) | DSXFormer | Overall Accuracy (OA)99.95 | 42 | 20d ago | |
| Pavia University | STNet | Overall Accuracy (OA)100 | 35 | 1mo ago | |
| Qingyun (test) | Mixer-SENet | Overall Accuracy (OA)96.7 | 32 | 1d ago | |
| KSC (test) | DSCC | Average Accuracy99.85 | 32 | 6d ago | |
| Washington | SSFCN | Benign Accuracy99.38 | 30 | 2mo ago | |
| Houston | S3ANet | Benign Accuracy0.9953 | 30 | 2mo ago | |
| Salinas | S3ANet | Benign Accuracy99.92 | 30 | 2mo ago | |
| Pavia | S3ANet | Benign Accuracy99.01 | 30 | 2mo ago | |
| WHU Hi HongHu (HH) dataset | HGFNet | Kappa Coefficient99.1331 | 29 | 2mo ago | |
| Houston 2013 (test) | IFGNet | Overall Accuracy (OA)99.37 | 28 | 19d ago | |
| Salinas (test) | Overall Accuracy (OA)99.98 | 25 | 2mo ago | ||
| HSI-Benchmark (test) | HRSS Accuracy99.75 | 24 | 1mo ago | ||
| QUH-Tangdaowan (TD) | CS | Overall Accuracy (OA)98.84 | 24 | 2d ago | |
| Houston 10% 2013 (train) | Accuracy (Class 1)99.56 | 23 | 1mo ago | ||
| Pavia University (PU) HU-to-PU (test) | Ours | Overall Accuracy (OA)0.8482 | 23 | 3mo ago | |
| Salinas Scene (10% train) | VP-Hype | OA99.99 | 23 | 3mo ago | |
| Indian Pines 10% (train) | SpectralNET | Overall Accuracy98.76 | 21 | 2mo ago | |
| Houston (test) | Accuracy (Healthy Grass)83.37 | 19 | 1d ago | ||
| WHU-OHS | DSCC | Overall Accuracy (OA)80.2 | 15 | 1mo ago | |
| Indian Pines to Houston Knowledge Transfer (test) | Ours (CKI) | Overall Accuracy (OA)82.82 | 15 | 3mo ago |
