Confocal Laser Endomicroscopy (CLE)
confocal_endomicroscopy
Medical
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
Confocal Laser Endomicroscopy (CLE)
Confocal Laser Endomicroscopy (CLE)
Spec Notation
M → C → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | DiffusionEndo | 0.887 | 39.4 | 0.960 | ✓ Certified | Li 2024 |
| 🥈 | Restormer-CLE | 0.859 | 38.1 | 0.949 | ✓ Certified | Zamir 2022 |
| 🥉 | SwinIR-CLE | 0.831 | 36.8 | 0.936 | ✓ Certified | Liang 2021 |
| 4 | PINN-CLE | 0.817 | 36.1 | 0.930 | ✓ Certified | Kang 2022 |
| 5 | CARE-CLE | 0.797 | 35.2 | 0.920 | ✓ Certified | Weigert 2018 |
| 6 | U-Net-CLE | 0.764 | 33.8 | 0.902 | ✓ Certified | Andre 2011 |
| 7 | DnCNN-CLE | 0.704 | 31.2 | 0.868 | ✓ Certified | Zhang 2017 |
| 8 | BM3D-CLE | 0.621 | 27.8 | 0.815 | ✓ Certified | Dabov 2007 |
| 9 | NLM-Speckle | 0.562 | 25.5 | 0.775 | ✓ Certified | Buades 2005 |
Mismatch Parameters (3) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| fiber_bundle_honeycomb_pattern | f_b | Fiber bundle honeycomb pattern (-) | 0.0 | 0.0 |
| motion_artifact | m_a | Motion artifact (px/frame) | 0.0 | 2.0 |
| fluorescein_concentration_variation | f_c | Fluorescein concentration variation (relative) | 1.0 | 1.4 |