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Datasets/fastMRI

fastMRI

ImagesMRIMedicalCustom (internal research-only)

The fastMRI dataset includes two types of MRI scans: knee MRIs and the brain (neuro) MRIs, and containing training, validation, and masked test sets. The deidentified imaging dataset provided by NYU Langone comprises raw k-space data in several sub-dataset groups. Curation of these data are part of an IRB approved study. Raw and DICOM data have been deidentified via conversion to the vendor-neutral ISMRMD format and the RSNA clinical trial processor, respectively. Also, each DICOM image is manually inspected for the presence of any unexpected protected health information (PHI), with spot checking of both metadata and image content. Knee MRI: Data from more than 1,500 fully sampled knee MRIs obtained on 3 and 1.5 Tesla magnets and DICOM images from 10,000 clinical knee MRIs also obtained at 3 or 1.5 Tesla. The raw dataset includes coronal proton density-weighted images with and without fat suppression. The DICOM dataset contains coronal proton density-weighted with and without fat suppression, axial proton density-weighted with fat suppression, sagittal proton density, and sagittal T2-weighted with fat suppression. Brain MRI: Data from 6,970 fully sampled brain MRIs obtained on 3 and 1.5 Tesla magnets. The raw dataset includes axial T1 weighted, T2 weighted and FLAIR images. Some of the T1 weighted acquisitions included admissions of contrast agent.

Source: https://fastmri.med.nyu.edu/ Image Source: https://fastmri.med.nyu.edu/

Related Benchmarks

fastMRI Brain 4x/Image Reconstruction/PSNRfastMRI Brain 4x/Image Reconstruction/SSIMfastMRI Brain 4x/MRI Reconstruction/PSNRfastMRI Brain 4x/MRI Reconstruction/SSIMfastMRI Brain 8x/Image Reconstruction/PSNRfastMRI Brain 8x/Image Reconstruction/SSIMfastMRI Brain 8x/MRI Reconstruction/PSNRfastMRI Brain 8x/MRI Reconstruction/SSIMfastMRI Knee 4x/Image Reconstruction/PSNRfastMRI Knee 4x/Image Reconstruction/SSIMfastMRI Knee 4x/MRI Reconstruction/PSNRfastMRI Knee 4x/MRI Reconstruction/SSIMfastMRI Knee 8x/Image Reconstruction/PSNRfastMRI Knee 8x/Image Reconstruction/SSIMfastMRI Knee 8x/MRI Reconstruction/PSNRfastMRI Knee 8x/MRI Reconstruction/SSIMfastMRI Knee Val 8x /Image Reconstruction/NMSEfastMRI Knee Val 8x /Image Reconstruction/PSNRfastMRI Knee Val 8x /Image Reconstruction/Params (M)fastMRI Knee Val 8x /Image Reconstruction/SSIMfastMRI Knee Val 8x /MRI Reconstruction/NMSEfastMRI Knee Val 8x /MRI Reconstruction/PSNRfastMRI Knee Val 8x /MRI Reconstruction/Params (M)fastMRI Knee Val 8x /MRI Reconstruction/SSIM

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MRI Reconstruction