Hongxu Danny Yin

Hongxu (Danny) Yin received his Ph.D. from Princeton University. He is a recipient of Princeton Yan Huo 94* Graduate Fellowship, Princeton Natural Sciences and Engineering Fellowship, Defense Science & Technology Agency gold medal, and Thomson Asia Pacific Holdings gold medal. His research focuses on efficient and secure deep learning. 

Balakumar Sundaralingam

Balakumar Sundaralingam is a Senior Research Scientist at NVIDIA. His research interests are in enabling robots to fluidly navigate and interact in unstructured environments while sharing the space with humans. His work involves combining perception, machine learning, numerical optimization, control theory, and robot software-hardware interfaces.

Neurreg: Neural registration and its application to image segmentation

Registration is a fundamental task in medical image analysis which can be applied to several tasks including image segmentation, intra-operative tracking, multi-modal image alignment, and motion analysis. Popular registration tools such as ANTs and NiftyReg optimize an objective function for each pair of images from scratch which is time-consuming for large images with complicated deformation. Facilitated by the rapid progress of deep learning, learning-based approaches such as VoxelMorph have been emerging for image registration.