| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Hyperspectral Image Classification | Pavia | Benign Accuracy99.01 | 30 | |
| HSI Super-Resolution | Pavia | PSNR34.2 | 26 | |
| Hyperspectral Anomaly Detection | Pavia | AUC (Pf, τ)10.92 | 21 | |
| HSI Denoising | PAVIA CITY CENTER | PSNR36.67 | 15 | |
| Hyperspectral Anomaly Detection | Pavia | Running Time (seconds)0.8325 | 11 | |
| Hyperspectral Anomaly Detection | Pavia | AUCPR73.75 | 10 | |
| Clustering | Pavia University | Accuracy (ACC)0.6394 | 10 | |
| HSI-MSI Fusion | Pavia | PSNR42.33 | 10 | |
| Hyperspectral Image Classification | Pavia cross-scene (PaviaU to PaviaC) | Overall Accuracy83.03 | 8 | |
| Hyperspectral Image Super-Resolution | Pavia x8 Out-of-distribution (test) | PSNR24.74 | 6 | |
| Hyperspectral Image Super-Resolution | Pavia x6 Out-of-distribution (test) | PSNR25.68 | 6 | |
| Hyperspectral Image Super-Resolution | Pavia x4 In-distribution (test) | PSNR27.37 | 6 | |
| Hyperspectral Image Super-Resolution | Pavia In-distribution x2 (test) | PSNR33.51 | 6 | |
| Hyperspectral classification | Pavia | Throughput (images/s)14,401.45 | 4 | |
| Hyperspectral Anomaly Detection | Pavia (test) | Running Time (s)- | 0 | |
| Hyperspectral Anomaly Detection | Pavia (test) | AUC (D, F)- | 0 |