Assistant Professor
Department of Electrical Engineering
Indian Institute of Technology, Madras
As a dedicated researcher in computer vision, I have innovated in image and video restoration algorithms, advancing the field through traditional and deep learning methods to solve imaging inverse problems. My vision is to establish a research group dedicated to the mathematical analysis and development of image reconstruction algorithms for both real-time and non-real-time applications.
– A theoretical framework for determining the optimal probabilistic trajectory that evolves toward the data distribution.
– Video stabilization using deep learning.
– Efficient attention approximation algorithms for fast inference on edge devices.
– Faster sampling methods for deep generative models.
– Building provably contractive denoisers for convergent restoration.