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Optics, sensors and AI: synergic computational bio-imaging

Speaker
Ashok Veeraraghavan, Ph.D.
Date
Location
University of Houston
Abstract
In this talk, I will discuss several projects in my lab that are related to optics, sensors, and artificial intelligence. In particular, I will provide examples of how co-designing sensors, optics and AI algorithms results in superior performance capabilities for imaging systems. I will give a few example projects: (1) how co-designing microscope optics along with AI algorithms can enable high-throughput microscopy, (2) how novel diffractive and meta-optical elements allow us to realize imaging systems with novel functionalities and form-factors and finally, time-permitting, (3) how emerging neural representations along with high resolution spatial light modulators can allow us to image through thick scattering media without the need for guide stars. I will use these projects to argue that we should look at the three computational blocks within an imaging system, optics, sensors and algorithms together and that co-designing them can result in significant performance improvements over current art.