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Image Credit: Arxiv

UKBOB: One Billion MRI Labeled Masks for Generalizable 3D Medical Image Segmentation

  • Researchers have created the UK Biobank Organs and Bones (UKBOB), the largest labeled dataset of body organs.
  • The dataset consists of 51,761 MRI 3D samples and over 1.37 billion 2D segmentation masks of 72 organs.
  • The labels were generated using automatic labeling, followed by a cleaning pipeline and manual annotation for validation.
  • The dataset has been used to train the Swin-BOB model for 3D medical image segmentation, achieving state-of-the-art results.

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