CALM-VLM: CALIBRATION AND SELECTIVE PREDICTION IN VISION-LANGUAGE MODELS FOR RELIABLE BRAIN MRI CLASSIFICATION
Nikhil J. Dhinagar, Chirag Jagad, Pavithra Senthilkumar, Sophia I. Thomopoulos, Mahir H. Khan, Sook-Lei Liew, the ENIGMA-Stroke Recovery Working Group, Nerisa Banaj, Michael R. Boric, Lara A. Boyd, Amy Brodtmann, Jessica M. Cassidy, Adriana Bastos Conforto, Steven C. Cramer, Adrienne N. Dula, , Paul M. Thompson
CALM-VLM improves confidence and reliability in brain MRI classification by calibrating vision-language models and enabling selective prediction.
IEEE International Symposium on Biomedical Imaging (ISBI) · Apr 8, 2026Peer-reviewedNeuroscience