Generative AI for weakly supervised segmentation and downstream classification of brain tumors on MR images

Abstract Segmenting abnormalities is a leading problem in medical imaging. Using machine learning for segmentation generally requires manually annotated segmentations, demanding extensive time and resources from radiologists. We propose a weakly supervised approach that utilizes binary image-level l...

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Bibliographic Details
Main Authors: Jay J. Yoo, Khashayar Namdar, Matthias W. Wagner, Kristen W. Yeom, Liana F. Nobre, Uri Tabori, Cynthia Hawkins, Birgit B. Ertl-Wagner, Farzad Khalvati
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-06741-z
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