Atomic Force Microscopy (AFM)
afm
Scanning Probe
Mechanical
Forward-Model Signal Chain
Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.
Spec Notation
S → D
Benchmark Variants & Leaderboards
Atomic Force Microscopy (AFM)
Atomic Force Microscopy (AFM)
Spec Notation
S → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | DiffusionAFM | 0.795 | 34.5 | 0.940 | ✓ Certified | Diffusion for SPM, 2024 |
| 🥈 | SPM-Former | 0.760 | 33.0 | 0.920 | ✓ Certified | Chen et al., Nano Letters 2024 |
| 🥉 | Self-Sup AFM | 0.723 | 31.5 | 0.895 | ✓ Certified | Self-supervised tip deconvolution, 2023 |
| 4 | DeepAFM | 0.685 | 30.0 | 0.870 | ✓ Certified | Somnath et al., NPJ Comput. Mater. 2021 |
| 5 | PnP-ADMM | 0.577 | 26.5 | 0.770 | ✓ Certified | Venkatakrishnan et al., 2013 |
| 6 | Wiener Deconv | 0.458 | 23.0 | 0.650 | ✓ Certified | Klapetek et al., Meas. Sci. Technol. 2011 |
| 7 | Plane Fit | 0.363 | 20.0 | 0.560 | ✓ Certified | Nečas & Klapetek, Open Physics 2012 |
Mismatch Parameters (4) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| tip_shape_convolution | t_s | Tip shape convolution (-) | 0.0 | 0.0 |
| piezo_nonlinearity | p_n | Piezo nonlinearity (-) | 0.0 | 1.0 |
| thermal_drift | t_d | Thermal drift (nm/s) | 0.0 | 0.2 |
| scanner_hysteresis | s_h | Scanner hysteresis (-) | 0.0 | 2.0 |