Salinas
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Hyperspectral Image Classification | Salinas (SA) | Overall Accuracy (OA)99.95 | 42 | |
| Denoising | Salinas (217 x 217 x 224) HSI (test) | PSNR42.77 | 35 | |
| Hyperspectral Image Classification | Salinas | Benign Accuracy99.92 | 30 | |
| Hyperspectral Image Classification | Salinas (test) | Overall Accuracy (OA)99.98 | 25 | |
| HSI Denoising | Salinas HSI | MPSNR32.97 | 24 | |
| Noisy HSI Super-resolution | Salinas | PSNR39.44 | 24 | |
| HSI Inpainting | Salinas | PSNR40.7 | 24 | |
| HSI Denoising | Salinas | PSNR44.76 | 24 | |
| Landcover Classification | Salinas (test) | Overall Accuracy (OA)100 | 15 | |
| Hyperspectral Image Classification | Salinas Five labeled samples per class | OA96.57 | 14 | |
| HSI Denoising (Gaussian + Sparse Noise) | Salinas HSI | MPSNR31.02 | 12 | |
| Hyperspectral Classification | Salinas 20 bands | Overall Accuracy96.14 | 11 | |
| HSI Classification | Salinas | Class 1 Accuracy100 | 10 | |
| Hyperspectral Anomaly Detection | Salinas | AUCPR0.8511 | 10 | |
| Clustering | Salinas | ACC0.8869 | 10 | |
| Hyperspectral Anomaly Detection | Salinas | AUC (Pd, Pf)0.9987 | 10 | |
| Hyperspectral Image Classification | Salinas 0.5% (train) | Performance Score 1100 | 9 | |
| Hyperspectral Image Classification | Salinas | Running Time (s)1.01 | 7 | |
| Active Learning Classification | Salinas (subset) | Accuracy99.2 | 6 | |
| Hyperspectral classification | Salinas | Throughput (imgs/s)14,423.96 | 4 | |
| Hyperspectral Image Classification | Salinas scene (test) | Testing Time (s)17.51 | 3 | |
| Hyperspectral Image Labeling | Salinas A | Accuracy89 | 2 |
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