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Developing a Deep Neural Network to Denoise Time-Resolved In Situ ETEM Movies of Catalyst Nanoparticles


Jan 19, 2021
Joshua L. Vincent, Ramon Manzorro, Sreyas Mohan, Binh Tang, Dev Y. Sheth, Eero P. Simoncelli, David S. Matteson, Carlos Fernandez-Granda, Peter A. Crozier


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Unsupervised Deep Video Denoising


Dec 01, 2020
Dev Yashpal Sheth, Sreyas Mohan, Joshua L. Vincent, Ramon Manzorro, Peter A. Crozier, Mitesh M. Khapra, Eero P. Simoncelli, Carlos Fernandez-Granda

* Dev and Sreyas contributed equally 

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Deep Denoising For Scientific Discovery: A Case Study In Electron Microscopy


Oct 24, 2020
Sreyas Mohan, Ramon Manzorro, Joshua L. Vincent, Binh Tang, Dev Yashpal Sheth, Eero P. Simoncelli, David S. Matteson, Peter A. Crozier, Carlos Fernandez-Granda

* The dataset and the code used to train and evaluate and our models are available at https://sreyas-mohan.github.io/electron-microscopy-denoising/ 

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Be Like Water: Robustness to Extraneous Variables Via Adaptive Feature Normalization


Feb 25, 2020
Aakash Kaku, Sreyas Mohan, Avinash Parnandi, Heidi Schambra, Carlos Fernandez-Granda

* Aakash and Sreyas contributed equally 

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Knee Cartilage Segmentation Using Diffusion-Weighted MRI


Dec 04, 2019
Alejandra Duarte, Chaitra V. Hegde, Aakash Kaku, Sreyas Mohan, José G. Raya

* Accepted to Medical Imaging Meets NeurIPS 2019 

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Robust and interpretable blind image denoising via bias-free convolutional neural networks


Jun 14, 2019
Sreyas Mohan, Zahra Kadkhodaie, Eero P. Simoncelli, Carlos Fernandez-Granda


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Data-driven Estimation of Sinusoid Frequencies


Jun 03, 2019
Gautier Izacard, Sreyas Mohan, Carlos Fernandez-Granda


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Blind nonnegative source separation using biological neural networks


Jun 01, 2017
Cengiz Pehlevan, Sreyas Mohan, Dmitri B. Chklovskii

* Accepted for publication in Neural Computation 

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Data Driven Coded Aperture Design for Depth Recovery


Jun 01, 2017
Prasan A Shedligeri, Sreyas Mohan, Kaushik Mitra

* 5 pages, 4 figures. Accepted at IEEE ICIP 2017, Beijing, China 

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