US/MRI Fusion
us_mri
Multi Modal Fusion
Acoustic
Forward-Model Signal Chain
Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.
Spec Notation
(P → D) + (M → F → S → D) → ⊕
Benchmark Variants & Leaderboards
US/MRI Fusion
US/MRI Fusion
Spec Notation
(P → D) + (M → F → S → D) → ⊕
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | TransMorph | 0.799 | 34.11 | 0.962 | ✓ Certified | Chen et al., Med. Image Anal. 2022 |
| 🥈 | VoxelMorph | 0.753 | 31.93 | 0.942 | ✓ Certified | Balakrishnan et al., IEEE TMI 2019 |
| 🥉 | Demons | 0.573 | 25.16 | 0.807 | ✓ Certified | Thirion, Med. Image Anal. 1998 |
| 4 | B-spline FFD | 0.571 | 25.08 | 0.805 | ✓ Certified | Rueckert et al., IEEE TMI 1999 |
Mismatch Parameters (3) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| registration_error_(deformable) | r_e | Registration error (deformable) (mm) | 0.0 | 2.0 |
| probe_pressure_deformation | p_p | Probe pressure deformation (mm) | 0.0 | 3.0 |
| mr_distortion | m_d | MR distortion (mm) | 0.0 | 1.0 |