Magnetic Force Microscopy (MFM)
mfm
Scanning Probe
Magnetic
Forward-Model Signal Chain
Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.
Spec Notation
S → M → D
Benchmark Variants & Leaderboards
Magnetic Force Microscopy (MFM)
Magnetic Force Microscopy (MFM)
Spec Notation
S → M → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | SPM-Former | 0.793 | 33.79 | 0.959 | ✓ Certified | Chen et al., NanoLett 2024 |
| 🥈 | E2E-BTR | 0.734 | 31.8 | 0.908 | ✓ Certified | Kossler et al., Sci. Rep. 2022 |
| 🥉 | U-Net-SPM | 0.715 | 30.29 | 0.921 | ✓ Certified | SPM U-Net variant |
| 4 | DiffusionSPM | 0.709 | 30.01 | 0.917 | ✓ Certified | Zhang et al., 2024 |
| 5 | DeepSPM | 0.697 | 30.4 | 0.880 | ✓ Certified | Alldritt et al., Commun. Phys. 2020 |
| 6 | ScoreSPM | 0.680 | 28.85 | 0.898 | ✓ Certified | Wei et al., 2025 |
| 7 | TV-Deconvolution | 0.640 | 27.38 | 0.867 | ✓ Certified | TV regularization for SPM |
| 8 | Reg-Deconv | 0.582 | 26.8 | 0.770 | ✓ Certified | Dongmo et al., 2000 |
| 9 | MLE Reconstruction | 0.538 | 24.12 | 0.773 | ✓ Certified | Classical statistical method |
| 10 | BTR | 0.452 | 23.2 | 0.630 | ✓ Certified | Villarrubia, JRNIST 1997 |
Mismatch Parameters (3) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| lift_height | l_h | Lift height (nm) | 50.0 | 80.0 |
| tip_magnetization_model | t_m | Tip magnetization model (-) | 0.0 | 0.0 |
| electrostatic_coupling | e_c | Electrostatic coupling (-) | 0.0 | 2.0 |