| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Pavia University (test) | JigsawHSI | Average Accuracy (AA)100 | 96 | 1mo ago | |
| Indian Pines (test) | SG-DSCNet | Overall Accuracy (OA)99.9 | 91 | 1mo ago | |
| Indian Pines | two-stage pixel-wise label propagation scheme | Overall Accuracy (OA)96.63 | 62 | 23d ago | |
| Salinas (SA) | DSXFormer | Overall Accuracy (OA)99.95 | 35 | 15d ago | |
| Washington | SSFCN | Benign Accuracy99.38 | 30 | 18d ago | |
| Houston | S3ANet | Benign Accuracy0.9953 | 30 | 18d ago | |
| Salinas | S3ANet | Benign Accuracy99.92 | 30 | 18d ago | |
| Pavia | S3ANet | Benign Accuracy99.01 | 30 | 18d ago | |
| WHU Hi HongHu (HH) dataset | HGFNet | Kappa Coefficient99.1331 | 29 | 15d ago | |
| Salinas (test) | Overall Accuracy (OA)99.98 | 25 | 25d ago | ||
| Pavia University | STNet | Overall Accuracy (OA)100 | 25 | 1mo ago | |
| QUH-Tangdaowan (TD) | CS | Kappa98.68 | 23 | 15d ago | |
| Pavia University (PU) HU-to-PU (test) | Ours | Overall Accuracy (OA)0.8482 | 23 | 1mo ago | |
| Salinas Scene (10% train) | VP-Hype | OA99.99 | 23 | 1mo ago | |
| Indian Pines 10% (train) | SpectralNET | Overall Accuracy98.76 | 21 | 23d ago | |
| KSC (test) | EASLP | Overall Accuracy99.71 | 19 | 1mo ago | |
| Indian Pines to Houston Knowledge Transfer (test) | Ours (CKI) | Overall Accuracy (OA)82.82 | 15 | 1mo ago | |
| Pavia University Five labeled samples per class (test) | Class 1 Accuracy98.79 | 15 | 1mo ago | ||
| Fanglu Tea Farm 1.0 (test) | SDMamba | Overall Accuracy (OA)98.27 | 14 | 4d ago | |
| Houston 1.0 (test) | SDMamba | Overall Accuracy (OA)82.53 | 14 | 4d ago | |
| Pavia University 1.0 (test) | SDMamba | Overall Accuracy98.59 | 14 | 4d ago | |
| QUH-Tangdaowan 1.0 (test) | SDMamba | Overall Accuracy (OA)98.25 | 14 | 4d ago | |
| Houston 10% 2013 (train) | LGEST | Accuracy (Class 1)93.69 | 14 | 23d ago | |
| HongHu 10% train samples (test) | VP-Hype | Overall Accuracy (OA)99.64 | 14 | 1mo ago | |
| Salinas Five labeled samples per class | MIFOMO | OA96.57 | 14 | 1mo ago |
