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Papers Benchmarks Datasets Tasks

MRI Reconstruction research benchmarks – Page 5 · SOTA2 Research

MRI Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MRI 15% sampling ratio small (train)

34.9PSNR (dB)

7

Mar 10, 2026

MRI 10% sampling ratio

32.13PSNR (dB)

7

Mar 10, 2026

Prostate anatomy MRI

33.31PSNR (dB)

7

Mar 10, 2026

Cardiac anatomy MRI

37.26PSNR (dB)

7

Mar 10, 2026

Knee anatomy MRI

32.47PSNR (dB)

7

Mar 10, 2026

Brain anatomy MRI

37.88PSNR (dB)

7

Mar 10, 2026

NAFRecon (Minimal Baseline)

37.1PSNR

7

Mar 4, 2026

33.58PSNR (dB)

7

Mar 10, 2026

IXI x4 acceleration 256x256 brain MRIs (test)

35.11Radial PSNR

7

Feb 26, 2026

IXI x2 acceleration 256x256 brain MRIs (test)

40.43Radial PSNR

7

Feb 26, 2026

fastMRI Flair-8x

33.1PSNR

7

Feb 26, 2026

fastMRI Flair-4x

36.9PSNR

7

Feb 26, 2026

40.2PSNR

7

Feb 26, 2026

HPKS 8X acceleration (test)

32.14PSNR

7

Feb 26, 2026

HPKS 4X acceleration (test)

39.33PSNR

7

Feb 26, 2026

fastMRI Radial sampling

31.7PSNR

6

Jul 2, 2026

fastMRI Poisson sampling

31.86PSNR

6

Jul 2, 2026

fastMRI Knee Single-Coil (PD)

VarNet + W-UNET

85SSIM

6

Jun 16, 2026

94SSIM

6

Jun 12, 2026

Neonatal (test)

92.4SSIM

6

Jun 12, 2026

fastMRI T2w (Poisson, AF=20x)

36.95PSNR

6

May 7, 2026

fastMRI T2w Radial AF=10x

37.22PSNR

6

May 7, 2026

Calgary-Campinas 32-coil unseen generalization task (test)

37.51Masked PSNR

6

Mar 31, 2026

Calgary-Campinas 12-coil unseen generalization task (test)

31.58Masked PSNR

6

Mar 31, 2026

CMRxRecon Combined shift (test)

35.32PSNR

6

Mar 17, 2026

Page 5 of 8

Popular datasets

FastMRI CMRxRecon IXI MRI Brain MRI

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