Contrast-Enhanced Ultrasound (CEUS)
ceus
Medical
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 → R → D
Benchmark Variants & Leaderboards
Contrast-Enhanced Ultrasound (CEUS)
Contrast-Enhanced Ultrasound (CEUS)
Spec Notation
P → R → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | DiffusionCEUS | 0.891 | 39.6 | 0.962 | ✓ Certified | Chen 2024 |
| 🥈 | SUPER-ULM | 0.868 | 38.5 | 0.953 | ✓ Certified | Rigo 2023 |
| 🥉 | CEUSF-Transformer | 0.853 | 37.8 | 0.946 | ✓ Certified | Huang 2023 |
| 4 | PINN-CEUS | 0.824 | 36.4 | 0.934 | ✓ Certified | Lowerison 2022 |
| 5 | DeepULM | 0.795 | 35.1 | 0.920 | ✓ Certified | van Sloun 2021 |
| 6 | ULM-Net | 0.758 | 33.5 | 0.900 | ✓ Certified | Christensen-Jeffries 2020 |
| 7 | CNN-Bubble | 0.682 | 30.2 | 0.858 | ✓ Certified | Youn 2020 |
| 8 | AM-CEUS | 0.571 | 25.8 | 0.781 | ✓ Certified | Mor-Avi 2002 |
| 9 | Pulse-Inversion | 0.527 | 24.1 | 0.751 | ✓ Certified | Simpson 1999 |
Mismatch Parameters (3) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| bubble_concentration | b_c | Bubble concentration (relative) | 0.0 | 1.0 |
| nonlinear_harmonic_extraction | n_h | Nonlinear harmonic extraction (-) | 0.0 | 2.0 |
| motion_between_frames | m_b | Motion between frames (mm) | 0.0 | 1.0 |