Chiradeep Roy

Structure Learning Using Forced Pruning

2018 · arXiv (Cornell University)

Markov networks are widely used in many Machine Learning applications including natural language processing, computer vision, and bioinformatics . Learning Markov networks have many complications ranging from intractable computations involved to the possibility of learning …

Explainable Activity Recognition in Videos using Deep Learning and Tractable Probabilistic Models

2023 · ACM Transactions on Interactive Intelligent Systems

We consider the following video activity recognition (VAR) task: given a video, infer the set of activities being performed in the video and assign each frame to an activity. Although VAR can be solved accurately …