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Singanallur Venkatakrishnan

Researcher at Oak Ridge National Laboratory

Publications -  74
Citations -  2101

Singanallur Venkatakrishnan is an academic researcher from Oak Ridge National Laboratory. The author has contributed to research in topics: Iterative reconstruction & Tomographic reconstruction. The author has an hindex of 15, co-authored 62 publications receiving 1439 citations. Previous affiliations of Singanallur Venkatakrishnan include Lawrence Berkeley National Laboratory & Purdue University.

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Proceedings ArticleDOI

Plug-and-Play priors for model based reconstruction

TL;DR: This paper demonstrates with some simple examples how Plug-and-Play priors can be used to mix and match a wide variety of existing denoising models with a tomographic forward model, thus greatly expanding the range of possible problem solutions.
Journal ArticleDOI

Plug-and-Play Priors for Bright Field Electron Tomography and Sparse Interpolation

TL;DR: This paper presents an algorithm for electron tomographic reconstruction and sparse image interpolation that exploits the nonlocal redundancy in images, and demonstrates that the algorithm produces higher quality reconstructions on both simulated and real electron microscope data, along with improved convergence properties compared to other methods.
Journal ArticleDOI

Plug-and-Play Priors for Bright Field Electron Tomography and Sparse Interpolation

TL;DR: In this article, a plug-and-play (P&P) priors approach is proposed to solve the non-local redundancy in images in a regularized inversion setting, which allows a wide array of modern denoising algorithms to be used as a "prior model" for tomography and image interpolation.
Journal ArticleDOI

TIMBIR: A Method for Time-Space Reconstruction From Interlaced Views

TL;DR: Recon reconstructions of both simulated and real X-ray synchrotron data are presented, which indicate that TIMBIR can improve temporal resolution by an order of magnitude relative to existing approaches.