| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Spectral Compressive Imaging Reconstruction | CAVE 10 scenes (test) | PSNR39.78 | 55 | |
| HSI Super-Resolution | CAVE Glass Tiles MS (test) | MPSNR32.78 | 21 | |
| 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 | |
| Super-resolution | CAVE Fake and Real Beers MS dataset Downsample Rate x8 (test) | MPSNR30.46 | 7 | |
| Super-resolution | CAVE Fake and Real Beers MS dataset Downsample Rate x4 (test) | MPSNR33.75 | 7 | |
| Hyperspectral Image Fusion | CAVE x8 out-of-distribution 10 examples (test) | PSNR41.46 | 7 | |
| Hyperspectral Image Fusion | CAVE x4 in-distribution 10 examples (test) | PSNR45.96 | 7 | |
| Hyperspectral Image Fusion | CAVE x32 out-of-distribution 10 examples (test) | PSNR28.06 | 6 | |
| Hyperspectral Image Fusion | CAVE x16 out-of-distribution 10 examples (test) | PSNR31.84 | 6 | |
| Poisson denoising | CAVE (test) | PSNR24.08 | 6 | |
| Motion deblurring | CAVE (test) | PSNR31.05 | 6 | |
| Hyperspectral Image Deconvolution | CAVE Columbia Multispectral Database | RMSE4.33 | 5 | |
| Hyperspectral Image Fusion | CAVE x5.7 fractional scale (test) | PSNR43.49 | 5 | |
| Hyperspectral Image Fusion | CAVE x3.2 fractional scale (test) | PSNR45.02 | 5 | |
| Hyperspectral Image Super-Resolution | CAVE (test) | MPSNR33.5 | 4 | |
| Inspection Mission Planning | Cave Virtual Environment 1.0 (virtual experiment) | Distance (m)696 | 4 | |
| Autonomous Exploration | Cave EPIC | Traversal Time (s)934.58 | 2 |