Scanning Tunneling Microscopy (STM)
stm
Scanning Probe
Electron
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
Scanning Tunneling Microscopy (STM)
Scanning Tunneling Microscopy (STM)
Spec Notation
S → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | SPM-Former | 0.782 | 33.25 | 0.955 | ✓ Certified | Chen et al., NanoLett 2024 |
| 🥈 | ScoreSPM | 0.737 | 31.21 | 0.934 | ✓ Certified | Wei et al., 2025 |
| 🥉 | E2E-BTR | 0.734 | 31.8 | 0.908 | ✓ Certified | Kossler et al., Sci. Rep. 2022 |
| 4 | DeepSPM | 0.697 | 30.4 | 0.880 | ✓ Certified | Alldritt et al., Commun. Phys. 2020 |
| 5 | DiffusionSPM | 0.686 | 29.12 | 0.902 | ✓ Certified | Zhang et al., 2024 |
| 6 | U-Net-SPM | 0.660 | 28.13 | 0.883 | ✓ Certified | SPM U-Net variant |
| 7 | TV-Deconvolution | 0.658 | 28.03 | 0.881 | ✓ Certified | TV regularization for SPM |
| 8 | Reg-Deconv | 0.582 | 26.8 | 0.770 | ✓ Certified | Dongmo et al., 2000 |
| 9 | MLE Reconstruction | 0.529 | 23.85 | 0.763 | ✓ Certified | Classical statistical method |
| 10 | BTR | 0.452 | 23.2 | 0.630 | ✓ Certified | Villarrubia, JRNIST 1997 |
Mismatch Parameters (4) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| tip_electronic_structure | t_e | Tip electronic structure (-) | 0.0 | 0.0 |
| piezo_creep | p_c | Piezo creep (-) | 0.0 | 1.0 |
| tunneling_barrier_height | t_b | Tunneling barrier height (eV) | 4.5 | 4.8 |
| vibration_amplitude | v_a | Vibration amplitude (pm) | 0.0 | 1.0 |