Expansion Microscopy (ExM)
expansion
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
Expansion Microscopy (ExM)
Expansion Microscopy (ExM)
Spec Notation
C → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | DiffExM | 0.897 | 40.0 | 0.960 | ✓ Certified | Gao et al. 2024 |
| 🥈 | PhysExM | 0.872 | 38.8 | 0.950 | ✓ Certified | Chen et al. 2024 |
| 🥉 | SwinExM | 0.849 | 37.7 | 0.941 | ✓ Certified | Wang et al. 2023 |
| 4 | TransExM | 0.819 | 36.3 | 0.927 | ✓ Certified | Li et al. 2022 |
| 5 | DeepInterp-ExM | 0.769 | 34.2 | 0.898 | ✓ Certified | Lecoq et al. 2021 |
| 6 | DnCNN-ExM | 0.710 | 31.8 | 0.860 | ✓ Certified | Zhao et al. 2019 |
| 7 | TV-ExM | 0.644 | 29.1 | 0.819 | ✓ Certified | Rudin et al. 1992 |
| 8 | RL-ExM | 0.587 | 26.9 | 0.778 | ✓ Certified | Richardson 1972 |
| 9 | Deconv-Exp | 0.529 | 24.5 | 0.742 | ✓ Certified | Chen et al. 2015 |
Mismatch Parameters (3) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| expansion_factor | e_f | Expansion factor (x) | 4.0 | 4.1 |
| local_distortion | l_d | Local distortion (relative) | 0.0 | 1.0 |
| anisotropic_expansion | a_e | Anisotropic expansion (x vs y) | 0.0 | 0.6 |