Stimulated Raman Scattering (SRS) Microscopy
srs
Spectroscopy
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 → R → D
Benchmark Variants & Leaderboards
Stimulated Raman Scattering (SRS) Microscopy
Stimulated Raman Scattering (SRS) Microscopy
Spec Notation
M → R → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | PINN-Spectra | 0.774 | 32.88 | 0.951 | ✓ Certified | Physics-informed neural network |
| 🥈 | Cascade-UNet | 0.761 | 33.0 | 0.922 | ✓ Certified | Physics-informed UNet, 2025 |
| 🥉 | CDAE | 0.723 | 31.5 | 0.895 | ✓ Certified | Zhang et al., Sensors 2024 |
| 4 | SpectraFormer | 0.720 | 30.48 | 0.924 | ✓ Certified | Spectroscopy transformer, 2024 |
| 5 | DiffusionSpectra | 0.717 | 30.37 | 0.922 | ✓ Certified | Zhang et al., 2024 |
| 6 | ScoreSpectra | 0.713 | 30.2 | 0.920 | ✓ Certified | Wei et al., 2025 |
| 7 | U-Net-Spectra | 0.693 | 29.37 | 0.907 | ✓ Certified | Spectral U-Net variant |
| 8 | PnP-DnCNN | 0.615 | 27.9 | 0.800 | ✓ Certified | Zhang et al., 2017 |
| 9 | Baseline Correction | 0.570 | 25.07 | 0.804 | ✓ Certified | Polynomial fitting baseline |
| 10 | SVD | 0.568 | 24.99 | 0.802 | ✓ Certified | Singular Value Decomposition |
Showing top 10 of 11 methods. View all →
Mismatch Parameters (3) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| lock_in_phase_error | l_p | Lock-in phase error (deg) | 0.0 | 2.0 |
| cross_phase_modulation | c_m | Cross-phase modulation (-) | 0.0 | 1.0 |
| laser_intensity_noise_(rin) | l_i | Laser intensity noise (RIN) (dBc/Hz) | -150.0 | -148.0 |