Dark-Field Microscopy
dark_field
Microscopy
Photon
Forward-Model Signal Chain
Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.
Spec Notation
C → D
Benchmark Variants & Leaderboards
Dark-Field Microscopy
Dark-Field Microscopy
Spec Notation
C → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | DiffusionDF | 0.900 | 40.3 | 0.956 | ✓ Certified | Luo 2023 |
| 🥈 | Restormer-DF | 0.870 | 38.9 | 0.943 | ✓ Certified | Zamir 2022 |
| 🥉 | SwinIR-DF | 0.843 | 37.6 | 0.932 | ✓ Certified | Liang 2021 |
| 4 | CARE-DF | 0.789 | 35.1 | 0.908 | ✓ Certified | Weigert 2018 |
| 5 | Noise2Void-DF | 0.756 | 33.7 | 0.889 | ✓ Certified | Krull 2019 |
| 6 | BM3D-DF | 0.726 | 32.4 | 0.871 | ✓ Certified | Dabov 2007 |
| 7 | TV-DF | 0.665 | 29.8 | 0.836 | ✓ Certified | Rudin 1992 |
| 8 | Wiener-DF | 0.600 | 27.2 | 0.793 | ✓ Certified | Wiener 1949 |
| 9 | Richardson-Lucy | 0.530 | 24.5 | 0.744 | ✓ Certified | Richardson 1972 |
Mismatch Parameters (3) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| condenser_na_vs_objective_na_ratio | c_n | Condenser NA vs objective NA ratio (-) | 1.2 | 1.26 |
| stray_light | s_l | Stray light (relative) | 0.0 | 1.0 |
| scattering_angle_range | s_a | Scattering angle range (-) | 0.0 | 0.0 |