| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Spectral Compressive Imaging Reconstruction | CAVE 10 scenes (test) | PSNR39.78 | 55 | |
| Image Denoising | CAVE (test) | PSNR35.58 | 45 | |
| Hyperspectral Image Super-Resolution | CAVE (test) | SAM2.0238 | 39 | |
| Image Denoising | CAVE Case 2 | PSNR37.13 | 23 | |
| Image Denoising | CAVE Case 1 | PSNR34.04 | 21 | |
| Inpainting | CAVE Toys Flowers 256 x 256 x 31 | PSNR47.74 | 21 | |
| HSI Super-Resolution | CAVE Glass Tiles MS (test) | MPSNR32.78 | 21 | |
| Image Denoising | CAVE Case 5 | PSNR32.55 | 13 | |
| Image Denoising | CAVE Case 4 | PSNR38.88 | 13 | |
| Image Denoising | CAVE Case 3 | PSNR35.44 | 13 | |
| Hyperspectral Image Denoising | CAVE (test) | MPSNR49.16 | 12 | |
| Super-Resolution | CAVE x8 scale factor (test) | Avg PSNR (dB) [sigma=1.5]32.53 | 11 | |
| Super-Resolution | CAVE x4 scale factor (test) | PSNR (dB) [sigma=1.5]37.2 | 11 | |
| Super-Resolution | CAVE x2 scale factor (test) | PSNR (dB) [sigma=1.5]41.32 | 11 | |
| Spectral Reconstruction | CAVE | RMSE1.84 | 11 | |
| Denoising | CAVE 200x200x31 Simulated (Case 5) | PSNR25.7411 | 10 | |
| Denoising | CAVE 200x200x31 Simulated (Case 4) | PSNR24.4118 | 10 | |
| Denoising | CAVE 200x200x31 Simulated (Case 3) | PSNR27.3106 | 10 | |
| Denoising | CAVE 200x200x31 Simulated (Case 1) | PSNR31.8896 | 10 | |
| Hyperspectral image fusion | CAVE | D_lambda0.0715 | 9 | |
| Hyperspectral Image Fusion | CAVE (test) | PSNR42.15 | 9 | |
| Image Denoising | CAVE jelly beans Case 5 | PSNR (max)31.33 | 8 | |
| Image Denoising | CAVE jelly beans Case 4 | PSNR (Max)33.6 | 8 | |
| Localization | Cave 02 | ATE (cm)4.57 | 7 | |
| Super-resolution | CAVE Fake and Real Beers MS dataset Downsample Rate x8 (test) | MPSNR30.46 | 7 |