Adaptive Optics (AO) Imaging
adaptive_optics
Experimental Science
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 → C → D
Benchmark Variants & Leaderboards
Adaptive Optics (AO) Imaging
Adaptive Optics (AO) Imaging
Spec Notation
M → C → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | DiffusionAO | 0.807 | 35.0 | 0.948 | ✓ Certified | Diffusion for wavefront, 2024 |
| 🥈 | AO-ViT | 0.784 | 34.0 | 0.935 | ✓ Certified | Vision transformer for AO, 2024 |
| 🥉 | AO-Transformer | 0.760 | 33.0 | 0.920 | ✓ Certified | AO transformer, 2023 |
| 4 | LIFT-Net | 0.723 | 31.5 | 0.895 | ✓ Certified | Orban de Xivry et al., MNRAS 2021 |
| 5 | WFNet | 0.685 | 30.0 | 0.870 | ✓ Certified | Nishizaki et al., Opt. Express 2019 |
| 6 | PnP-ADMM (WF) | 0.600 | 27.0 | 0.800 | ✓ Certified | Venkatakrishnan et al., 2013 |
| 7 | Fried Estimator | 0.500 | 24.0 | 0.700 | ✓ Certified | Fried, JOSA 1977 |
| 8 | Zernike LS | 0.437 | 22.0 | 0.640 | ✓ Certified | Noll, JOSA 1976 |
Mismatch Parameters (4) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| dm_actuator_gain | d_a | DM actuator gain (-) | 1.0 | 1.02 |
| wfs_centroid_bias | w_c | WFS centroid bias (px) | 0.0 | 0.04 |
| fried_parameter_r0 | f_p | Fried parameter r0 (m) | 0.15 | 0.17 |
| servo_lag | s_l | Servo lag (ms) | 0.0 | 0.4 |