Author

Varun Mannam

University of Notre DameORCID 0000-0002-1866-6092Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 2 Approach:deep learning· 2 Research Focus:dimensionality reduction· 2 Assay:imaging· 2 Research Focus:deconvolution· 1 Organism:human· 1 Approach:statistical model· 1

Frequent Co-Authors

Scott S. HowardiD· 2 shared Cody J. SmithiD· 1 shared Ev L. NicholsiD· 1 shared Paul W. BohniD· 1 shared Qingfei WangiD· 1 shared Siyuan ZhangiD· 1 shared Vignesh SundaresaniD· 1 shared Yide ZhangiD· 1 shared

Activity by Year

2022-2023 · peak 1/yr

Co-Author Collaboration Network

9 top collaborators · 36 mutual co-author links

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2 shared papersNeuroscience

Scott S. HowardORCID

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2 papers

Recent·Most cited

NeuroscienceJournal of Biomedical OpticsPeer-reviewedMar 14, 2023

Small Training Dataset Convolutional Neural Networks for Application Specific Super-Resolution Microscopy

Varun Mannam, Scott S. Howard

This paper introduces DenseED blocks to train super-resolution microscopy networks with small datasets, achieving higher PSNR and resolution than conventional models.

8 citations

humanimaging

𝕏 PostBluesky

NeuroscienceOpticaPeer-reviewedFeb 8, 2022

Real-time Image Denoising of Mixed Poisson-Gaussian Noise in Fluorescence Microscopy Images using ImageJ

Varun Mannam, Yide Zhang, Yinhao Zhu…·Scott S. Howard

The paper develops a CNN-based denoising method for mixed Poisson-Gaussian noise in fluorescence microscopy images, achieving real-time performance and superior SNR improvement.

82 citationstop 3%

imagingdeep learning

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