3D Lensless Imaging with Programmable Masks and Illumination
Event Date: | October 13, 2021 |
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Time: | 10:30 am |
Location: | via Zoom |
Priority: | No |
School or Program: | Electrical and Computer Engineering |
College Calendar: | Show |
M. Salman Asif
Assistant Professor
University of California, Riverside
Assistant Professor
University of California, Riverside
Abstract
In this talk I will present some of our recent work on lensless imaging using programmable optical elements. Existing methods for lensless imaging can recover the depth and intensity of the scene, but they require solving computationally-expensive inverse problems. I will start with a discussion on how we can recover RGBD images using lensless cameras. I will then discuss how we can simplify the 3D recovery problem using a small number of measurements with a shifting or programmable mask. In a nutshell, the recovery process involves diagonalization of convolution operators in the Fourier domain and solving multiple small least-squares problems. I will also present a design template for optimizing the mask patterns with the goal of improving depth estimation and experimental results from a camera prototype. Finally, I will present some of our recent results on using coded illumination with lensless imaging that significantly improves the quality of reconstructed images.
Bio
M. Salman Asif is an Assistant Professor in the Department of Electrical and Computer Engineering at the University of California, Riverside. Dr. Asif received his B.Sc. degree from the University of Engineering and Technology, Lahore, Pakistan, and his M.S.E.E and Ph.D. degrees from the Georgia Institute of Technology, Atlanta, Georgia. He worked as a Senior Research Engineer at Samsung Research America, Dallas and as a Postdoctoral Researcher at Rice University. He is a recipient of NSF CAREER Award, Google Faculty Award, UC Regents Faculty Fellowship Award, and Hershel M. Rich Outstanding Invention Award. His research interests include computational imaging, compressive sensing, computer vision, and machine learning.
Host
Professor Stanley Chan
2021-10-13 10:30:00 2021-10-13 11:30:00 America/Indiana/Indianapolis 3D Lensless Imaging with Programmable Masks and Illumination M. Salman Asif Assistant Professor University of California, Riverside via Zoom