|William M. Wells PhD||Tina Kapur PhD||Andrey Fedorov PhD||Sarah Frisken PhD|
Led by William Wells, the focus areas of the Deep Learning TRD are:
Information theoretic approaches for weakly-supervised deep learning for image registration and segmentation.
Infrastructure for curating and organizing image data, annotations, and metadata for deep learning.
Application areas: multimodal image registration for MRI and ultrasound guided brain tumor resection, thoracoscopic lung surgery; cancer map prediction from sparse biopsy samples to guide transperineal in-bore MRI-guided prostate biopsy.