MR RATE: A Vision Language Foundation Model and Dataset for Magnetic Resonance Imaging Welcome to the official page for MR RATE , a pioneering vision language model and 3D medical imaging dataset that pairs textual reports with brain and spine MRI volumes. Following the approach of CT RATE, the first 3D medical imaging dataset to pair images with textual reports, MR RATE offers brain and spine MRI volumes matched with corresponding radiology reports and metadata along with derived registrations, segmentations, and pathology labels, all freely accessible to researchers. News & Announcements [Coming soon] Body Part Labels: Series level labels distinguishing brain and spine MRI volumes will be added to the metadata soon. [2026 04 19] Some studies initially missing from MR RATE coreg and MR RATE atlas due to processing job failures have been uploaded. See the backfill guide for details. [2026 04 03] Multi label segmentations predicted with the NV Segment CTMR model are now available in the Forithmus/MR RATE nvseg ctmr repo, which replaces the old Forithmus/MR RATE vista seg . See multi label segmentations for details. [2026 03 31] Pathology labels have been added to the dataset. [2026…
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