I am an Assistant Professor School of Interactive Computing in the College of Computing. I am also affiliated with the Georgia Tech Research Institute and serve as an Associate Director of ML@GT which is the machine learning center recently created at Georgia Tech. Previously I was a Research Scientist at SRI International Sarnoff in Princeton, and before that received my Ph.D. in 2010 with Professor Ron Arkin as my advisor.
My areas of research specifically focus on the intersection of learning methods for sensor processing and robotics, developing novel machine learning algorithms and formulations towards solving some of the more difficult perception problems in these areas. I am especially interested recently in unsupervised/semi-supervised methods, continual/lifelong learning, and distributed perception.
Pytorch code release for our clustering work on github06/29/2018
News article about new DARPA lifelong learning project04/02/208
Blog post about our CVPR paper03/15/208
Accepted IJCNN paper: Learning to Cluster for Proposal-Free Instance Segmentation [arxiv]02/18/2018
Accepted CVPR paper: Higher-Order Object Interactions for Video Understanding [arxiv]01/29/2018