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fastMRI Dataset

Raw k-space data and DICOM images from thousands of MRI scans of the knee, brain, and prostate, curated for machine learning research on image reconstruction.

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We are sharing a collection of voluminous, expertly curated, and rigorously deidentified data sets for machine learning research on accelerating MRI.

The fastMRI dataset includes:

  • raw data from 1,500 fully sampled knee MRIs
  • DICOM images from 10,000 clinical knee MRIs
  • raw data from nearly 7,000 fully sampled brain MRIs
  •  NEW  raw data from 312 T2-weighted and diffusion-weighted prostate MRIs

The fastMRI project began as a collaborative partnership between CAI2R and Meta AI Research (formerly Facebook AI Research) to accelerate research on machine learning image reconstruction.

Related Publications

Knoll F, Zbontar J, Sriram A, Muckley MJ, Bruno M, Defazio A, Parente M, Geras KJ, Katsnelson J, Chandarana H, Zhang Z, Drozdzalv M, Romero A, Rabbat M, Vincent P, Pinkerton J, Wang D, Yakubova N, Owens E, Zitnick CL, Recht MP, Sodickson DK, Lui YW.
fastMRI: A Publicly Available Raw k-Space and DICOM Dataset of Knee Images for Accelerated MR Image Reconstruction Using Machine Learning.
Radiol Artif Intell. 2020 Jan 29;2(1):e190007. doi: 10.1148/ryai.2020190007

Tibrewala R, Dutt T, Tong A, Ginocchio L, Lattanzi R, Keerthivasan MB, Baete SH, Chopra S, Lui YW, Sodickson DK, Chandarana H, Johnson PM.
FastMRI Prostate: A public, biparametric MRI dataset to advance machine learning for prostate cancer imaging.
Sci Data. 2024 Apr 20;11(1):404. doi: 10.1038/s41597-024-03252-w

Zbontar J, Knoll F, Sriram A, Murrell T, Huang Z, Muckley MJ, Defazio A, Stern R, Johnson P, Bruno M, Parente M, Geras KJ, Katsnelson J, Chandarana H, Zhang Z, Drozdzal M, Romero A, Rabbat M, Vincent P, Yakubova N, Pinkerton J, Wang D, Owens E, Zitnick CL, Recht MP, Sodickson DK, Lui YW.
fastMRI: An Open Dataset and Benchmarks for Accelerated MRI.
arXiv:1811.08839 21 Nov 2018.

Please cite these works if you are using fastMRI data in your research (see section 6 of the data sharing agreement on the fastMRI Dataset download request page, linked below).

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