Kunal Narayan Chaudhury

I'm an Associate Professor in the Department of Electrical Engineering, Indian Institute of Science, where I head the Lab for Imaging Sciences and Algorithms. My research interest is in computational imaging, computer vision, and machine learning, with a focus on continuous optimization and fast algorithms. I'm a senior member of IEEE and a member of SIAM. I am on the Editorial Board of IEEE Signal Processing Letters and was a Senior Editor of SPIE Journal of Electronic Imaging in the past.

Background

  • Associate Professor, Indian Institute of Science (2020 - ).

  • Assistant Professor, Indian Institute of Science (2014 - 2020).

  • Postdoc., Applied and Computational Mathematics, Princeton University (2011 - 2013).

  • PhD, Computer, Communication, and Information Sciences, EPFL (2006 - 2011).

  • ME, System Science and Automation, Indian Institute of Science (2003 - 2005).

  • BE, Electrical Engineering, Jadavpur University (1999- 2003).

Research

  • Computational Imaging.

  • Approximation Methods.

  • Continuous Optimization.

  • Machine Learning.

Recent Publications

  • Fixed-point and objective convergence of plug-and-play algorithms (IEEE TCI '21).

  • On plug-and-play regularization using linear denoisers (IEEE TIP '21).

Teaching

  • Computational Linear Algebra. (current)

  • Advanced Convex Optimization. (current)

  • Math for Machine Learning. (current)

  • Convex Optimization and Applications. (past)

  • Matrix Analysis. (past)

  • Image Processing & Computer Vision. (past)