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Papers Benchmarks Datasets Tasks

MRI Reconstruction research benchmarks – Page 7 · SOTA2 Research

MRI Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MRI 8x Accel., 40 dB SNR (test)

28.74PSNR

5

Mar 12, 2026

Cardiac cine MRI Radial R≈23

37.53PSNR

5

Mar 9, 2026

Cardiac cine MRI Cartesian R=16

41.39PSNR

5

Mar 9, 2026

Cardiac cine MRI Cartesian R=12

42.61PSNR

5

Mar 9, 2026

Eight internal centers CMR

37.94PSNR (dB)

5

Feb 26, 2026

Cor-PD non-uniform random undersampling (test)

34.12PSNR

4

Jun 16, 2026

92SSIM

4

Jun 15, 2026

USC Annot Target Wavelet 16 benchmark (test)

93.2SSIM

4

May 19, 2026

USC Annot Gridding 16-benchmark (test)

0.96SSIM

4

May 19, 2026

USC Annot Target: Total Variation 16-benchmark (test)

74.8SSIM

4

May 19, 2026

fastMRI mc-knee (test)

50.69PSNR

4

Feb 26, 2026

CMRxRecon Special Task 2 (Pediatric imaging evaluation) 2025 (official leaderboard)

0.905SSIM

4

Feb 26, 2026

CMRxRecon Special Task 1 5T evaluation 2025 (official leaderboard)

90.1SSIM

4

Feb 26, 2026

CMRxRecon Regular Task 2 (Multiple diseases evaluation) 2025 (official leaderboard)

0.88SSIM

4

Feb 26, 2026

CMRxRecon Regular Task 1 (Multi-center evaluation) 2025 (official leaderboard)

89.5SSIM

4

Feb 26, 2026

mridata 3D FSE multi-coil knee Scaled a=0.9 1.0

0.956SSIM

4

Feb 26, 2026

mridata 3D FSE multi-coil knee Original in-distribution 1.0

91.1SSIM

4

Feb 26, 2026

IXI brain 8x acceleration

Supervised (ISTA-Net+)

33.928PSNR

4

Feb 26, 2026

IXI brain 4x acceleration

Supervised (ISTA-Net+)

39.471PSNR

4

Feb 26, 2026

Calgary-Campinas (val)

30.14PSNR

4

Feb 26, 2026

Single-coil knee MRI

k-space deep learning

35.959PSNR (dB)

4

Feb 26, 2026

T2-w acquisitions from prototype 0.047T portable MRI (R=2)

27.25PSNR (dB)

3

Jun 23, 2026

NYU fastMRI multi-coil Knee

84.92SSIM (fs)

3

Jun 2, 2026

NYU fastMRI multi-coil Brain

89.8SSIM (AXFLAIR)

3

Jun 2, 2026

fastMRI knee (Gaussian pattern) (test)

31.25PSNR (dB)

3

Feb 26, 2026

Page 7 of 8

Popular datasets

FastMRI CMRxRecon IXI MRI Brain MRI

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