Singanallur Venkatakrishnan

Singanallur Venkatakrishnan

R&D Staff

At a high level, my current research aims to aid the development of novel imaging systems (microscopes, cameras, CT scanners, ultrasound systems etc.) by the design of algorithms. The ability to leverage powerful computing platforms using algorithms is greatly expanding the capability of existing imaging systems and will facilitate the design of the next generation of imagers.

My research is focused on the development of algorithms for systems. In particular, my work has used model-based image reconstruction (MBIR) approaches that combines statistical models for the data and low-dimensional signal models for the underlying quantity to be measured to get the most out of the measurement. The algorithms draw on ideas from diverse fields such as statistical signal processing, image processing, inverse problems and machine learning.

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Professional Service

Associate Editor : 91°µÍø Trans. on Computational Imaging (2018-2023)

(Elected) Member : 91°µÍø Signal Processing Society - Computational Imaging Technical Committee

Reviewer : 91°µÍø Trans. on Medical Imaging, 91°µÍø Trans. on Image Processing, 91°µÍø Trans. on Multimedia, Optics Express, SIAM Journal on Imaging Science, 91°µÍø Conf. on Acoustics, Speech and Signal Processing (ICASSP), 91°µÍø Conf. on Image Processing (ICIP), CVPR, AAAI