Interests

My research area lies in the intersection of AI and Computer Vision. Specifically, I am interested in using probabilistic frameworks, such as Markov Logic Networks, Probabilistic Soft Logic and ProbLog for tackling the problem of human action recognition from video. This is an interesting problem because there exists a natural need to detect human activities for solving tasks such as public space surveillance, queue management, team strategy analysis in sports and others. It is a challenging problem because human / object detectors are very noisy and activity recognition needs to consult this noisy output in a manner that is both accurate with respect to the activities we want to observe as well as near-runtime efficient.

Publications

Code