Improved Multimodal Fusion for Small Datasets with Auxiliary Supervision

arXiv Preprint (Accepted to IEEE ISBI 2023) Parameter-efficient multimodal learning of histopathology imaging and clinical risk factors for improved prostate cancer classification.

Automated severe aortic stenosis detection on single-view echocardiography: A multi-center deep learning study

medRxiv Preprint Accurate and generalizable detection of severe aortic stenosis based on single-view echocardiography.

Self-Supervised Learning of Echocardiogram Videos Enables Data-Efficient Clinical Diagnosis

arXiv Preprint Self-supervised learning method for echocardiogram videos drives label-efficient fine-tuning on aortic stenosis classification. Presented at IMLH 2022, an ICML workshop.