Using Large-scale Contrastive Language-Image Pre-training to Maximize Brain MRI-Based Headache Classification
Apr 7, 2024ยท
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Fazle Rafsani
Devam Sheth
Yiming Che
Jay Shah
Md Mahfuzur Rahman Siddiquee
Catherine D. Chong
Simona Nikolova
Katherine Ross
Gina Dumkrieger
Baoxin Li
Teresa Wu
Todd J. Schwedt

Abstract
Deep learning methods showed promise for classifying headache disorders and extracting biomarkers from MRI data. Pre-trained models perform better for specialized tasks when Bne-tuned on small, domain-speciBc datasets. Our model is Bne-tuned on a pre-trained model to optimize headache classiBcation and biomarker extraction.
Type
Publication
American Association of Neurology