Hyperspectral Remote Sensing
hyperspectral_remote
Remote Sensing
Photon
Forward-Model Signal Chain
Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.
Spec Notation
M → W → Σ → D
Benchmark Variants & Leaderboards
Hyperspectral Remote Sensing
Hyperspectral Remote Sensing
Spec Notation
M → W → Σ → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | MST++ | 0.841 | 36.8 | 0.955 | ✓ Certified | Cai et al., CVPRW 2022 |
| 🥈 | DBIN | 0.790 | 34.5 | 0.930 | ✓ Certified | Dong et al., CVPR 2021 |
| 🥉 | PnP-LTTR | 0.675 | 30.0 | 0.850 | ✓ Certified | He et al., IEEE TGRS 2020 |
| 4 | CNMF | 0.543 | 26.0 | 0.720 | ✓ Certified | Yokoya et al., IEEE TGRS 2012 |
Mismatch Parameters (4) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| spectral_shift | s_s | Spectral shift (nm) | 0.0 | 0.4 |
| smile_distortion | s_d | Smile distortion (px) | 0.0 | 0.2 |
| keystone_distortion | k_d | Keystone distortion (px) | 0.0 | 0.1 |
| radiometric_gain | r_g | Radiometric gain (-) | 1.0 | 1.02 |