William Wells Tina Kapur A Fedorov Sarah Frisken
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.