MR Fingerprinting (MRF)
mr_fingerprinting
Medical
Spin/rf
Forward-Model Signal Chain
Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.
Spec Notation
M → F → S → D
Benchmark Variants & Leaderboards
MR Fingerprinting (MRF)
MR Fingerprinting (MRF)
Spec Notation
M → F → S → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | MRF-Former | 0.773 | 33.5 | 0.930 | ✓ Certified | MRF transformer, 2024 |
| 🥈 | MRF-Net | 0.723 | 31.5 | 0.895 | ✓ Certified | Cohen et al., Med. Phys. 2018 |
| 🥉 | MANTIS | 0.595 | 27.0 | 0.790 | ✓ Certified | Cohen et al., MRM 2018 |
| 4 | SVD-MRF | 0.467 | 23.5 | 0.650 | ✓ Certified | Ma et al., Nature 2013 |
Mismatch Parameters (3) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| dictionary_resolution_(t1,_t2) | d_r | Dictionary resolution (T1, T2) (-) | 0.0 | 1.0 |
| b1_inhomogeneity | b_i | B1 inhomogeneity (-) | 0.0 | 3.0 |
| undersampling_artifact | u_a | Undersampling artifact (-) | 0.0 | 4.0 |