CEST MRI

cest_mri Medical Spin/rf
View Benchmarks (1)

Forward-Model Signal Chain

Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.

M Modulation F Fourier S Sampling D Detector
Spec Notation

M → F → S → D

Benchmark Variants & Leaderboards

CEST MRI

CEST MRI

Full Benchmark Page →
Spec Notation

M → F → S → D

Standard Leaderboard (Top 10)

# Method Score PSNR (dB) SSIM Trust Source
🥇 DiffusionCEST 0.892 39.7 0.961 ✓ Certified Chen 2024
🥈 PromptCEST 0.869 38.6 0.951 ✓ Certified Liu 2024
🥉 CESTFormer 0.843 37.4 0.940 ✓ Certified Wu 2023
4 PINN-CEST 0.811 35.9 0.925 ✓ Certified Cohen 2022
5 U-Net-CEST 0.786 34.8 0.912 ✓ Certified Zhao 2021
6 DnCNN-CEST 0.724 32.1 0.878 ✓ Certified Zhang 2017
7 WASSR 0.640 28.5 0.831 ✓ Certified Kim 2009
8 Lorentzian-Fit 0.607 27.2 0.808 ✓ Certified Zaiss 2013
9 MTR-asym 0.544 24.8 0.761 ✓ Certified Zhou 2003
Mismatch Parameters (4) click to expand
Name Symbol Description Nominal Perturbed
b0_inhomogeneity b_i B0 inhomogeneity (Hz) 0.0 10.0
b1_inhomogeneity b_i B1 inhomogeneity (-) 0.0 4.0
saturation_power_error s_p Saturation power error (-) 0.0 2.0
mt_contamination m_c MT contamination (-) 0.0 6.0

Benchmark Pages