Multispectral Satellite Imaging
multispectral_sat
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 → Σ → D
Benchmark Variants & Leaderboards
Multispectral Satellite Imaging
Multispectral Satellite Imaging
Spec Notation
M → Σ → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | FlowCompute | 0.879 | 38.35 | 0.980 | ✓ Certified | Huang et al., ECCV 2025 |
| 🥈 | DiffusionCompute | 0.872 | 37.95 | 0.978 | ✓ Certified | Zhang et al., NeurIPS 2024 |
| 🥉 | CompFormer | 0.855 | 37.15 | 0.972 | ✓ Certified | Liu et al., ICCV 2024 |
| 4 | Restormer | 0.839 | 36.28 | 0.968 | ✓ Certified | Zamir et al., CVPR 2022 |
| 5 | NAFNet | 0.827 | 35.75 | 0.962 | ✓ Certified | Chen et al., ICCV 2023 |
| 6 | SwinIR | 0.812 | 35.1 | 0.955 | ✓ Certified | Liang et al., ICCVW 2021 |
| 7 | Deep Image Prior | 0.778 | 33.72 | 0.932 | ✓ Certified | Ulyanov et al., CVPR 2018 |
| 8 | PnP-ADMM | 0.704 | 30.85 | 0.880 | ✓ Certified | ADMM + denoiser prior |
| 9 | Plug-and-Play | 0.686 | 29.11 | 0.902 | ✓ Certified | Sreehari et al., IEEE TIP 2016 |
| 10 | PnP-RED | 0.685 | 30.18 | 0.865 | ✓ Certified | Romano et al., IEEE TIP 2017 |
Showing top 10 of 13 methods. View all →
Mismatch Parameters (4) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| band_registration_error | b_r | Band registration error (px) | 0.0 | 0.2 |
| atmospheric_transmittance | a_t | Atmospheric transmittance (-) | 0.85 | 0.87 |
| radiometric_calibration | r_c | Radiometric calibration (-) | 1.0 | 1.01 |
| pointing_jitter | p_j | Pointing jitter (px) | 0.0 | 0.1 |