X-ray Fluorescence Tomography
xrf_tomo
Scientific Instrumentation
X-Ray
Forward-Model Signal Chain
Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.
Spec Notation
Π → R → D
Benchmark Variants & Leaderboards
X-ray Fluorescence Tomography
X-ray Fluorescence Tomography
Spec Notation
Π → R → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | DiffusionInstrumentation | 0.782 | 33.26 | 0.955 | ✓ Certified | Zhang et al., 2024 |
| 🥈 | Instrument-CNN | 0.762 | 32.31 | 0.946 | ✓ Certified | Instrument-specific CNN |
| 🥉 | CalibFormer | 0.757 | 32.8 | 0.920 | ✓ Certified | Transformer calibration, 2024 |
| 4 | MassSpecFormer | 0.732 | 30.98 | 0.931 | ✓ Certified | Mass spectrometry transformer, 2024 |
| 5 | ResNet-Calib | 0.718 | 31.3 | 0.892 | ✓ Certified | ResNet for calibration, 2022 |
| 6 | ScoreInstrumentation | 0.685 | 29.05 | 0.901 | ✓ Certified | Wei et al., 2025 |
| 7 | PnP-NLM | 0.627 | 26.92 | 0.856 | ✓ Certified | Non-local means filter |
| 8 | Calibration-Lookup | 0.621 | 26.73 | 0.851 | ✓ Certified | Look-up table calibration |
| 9 | PnP-BM3D | 0.605 | 27.6 | 0.790 | ✓ Certified | Danielyan et al., 2012 |
| 10 | Peak Fitting | 0.594 | 25.81 | 0.827 | ✓ Certified | Gaussian peak fitting |
Showing top 10 of 11 methods. View all →
Mismatch Parameters (4) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| self_absorption_correction | s_c | Self-absorption correction (-) | 0.0 | 6.0 |
| rotation_axis_offset | r_a | Rotation axis offset (px) | 0.0 | 0.6 |
| fluorescence_yield_error | f_y | Fluorescence yield error (-) | 0.0 | 2.0 |
| dead_time_at_high_count_rate | d_t | Dead time at high count rate (-) | 0.0 | 2.0 |