My current research interests includes following:
Trusworthy AI: I am interested in making modern computer vision systems using machine learning techniques more trustworthy. Specific topics of interest include Adversarial attack and defense techniques, Reliability, and Fairness.
Cancer Detection: Computer aided detection models for detecting cancer, and trained on western population are not successful for Indian population. We would like to develop models specifically for Indian population. Our current focus is on automated detection of Breast, and Gall Bladder cancer.
Mobility: I am interested in developing computer vision techniques for driving assistance and autonomous driving systems in the Indian context. The topics of interest include Active Learning, Domain Adaptation, and Domain Generalization.
Egocentric Vision: I am interested in novel computer vision applications arising out of body worn egocentric cameras. We are specifically interested in developing techniques to understand the wearer attributes, and his/her social life from daylong egocentric videos.
Social Impact: I am on constant lookout to use my expertise for applications with social impact. My current interest includes developing camera based wearable device as mobility assistant for visually impaired, and recovering text from document images in real life scenarios for e-governance.