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Adaptive Denoising via GainTuning


Jul 27, 2021
Sreyas Mohan, Joshua L. Vincent, Ramon Manzorro, Peter A. Crozier, Eero P. Simoncelli, Carlos Fernandez-Granda


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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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Solving Linear Inverse Problems Using the Prior Implicit in a Denoiser


Jul 27, 2020
Zahra Kadkhodaie, Eero P. Simoncelli

* 15 pages, 13 figures 

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Self-Supervised Learning of a Biologically-Inspired Visual Texture Model


Jun 30, 2020
Nikhil Parthasarathy, Eero P. Simoncelli

* 15 pages, 7 figures 

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Comparison of Image Quality Models for Optimization of Image Processing Systems


May 05, 2020
Keyan Ding, Kede Ma, Shiqi Wang, Eero P. Simoncelli


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Image Quality Assessment: Unifying Structure and Texture Similarity


May 05, 2020
Keyan Ding, Kede Ma, Shiqi Wang, Eero P. Simoncelli


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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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Eigen-Distortions of Hierarchical Representations


Feb 01, 2018
Alexander Berardino, Johannes Ballé, Valero Laparra, Eero P. Simoncelli

* Selected for oral presentation at NIPS 2017 

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End-to-end Optimized Image Compression


Mar 03, 2017
Johannes Ballé, Valero Laparra, Eero P. Simoncelli

* Published as a conference paper at ICLR 2017 

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Perceptually Optimized Image Rendering


Jan 23, 2017
Valero Laparra, Alex Berardino, Johannes Ballé, Eero P. Simoncelli


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End-to-end optimization of nonlinear transform codes for perceptual quality


Oct 17, 2016
Johannes Ballé, Valero Laparra, Eero P. Simoncelli

* Accepted as a conference contribution to Picture Coding Symposium 2016 

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Density Modeling of Images using a Generalized Normalization Transformation


Feb 29, 2016
Johannes Ballé, Valero Laparra, Eero P. Simoncelli

* published as a conference paper at ICLR 2016 

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Geodesics of learned representations


Feb 22, 2016
Olivier J. HĂ©naff, Eero P. Simoncelli

* Published as a conference paper at ICLR 2016 

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A model of sensory neural responses in the presence of unknown modulatory inputs


Jul 07, 2015
Neil C. Rabinowitz, Robbe L. T. Goris, Johannes Ballé, Eero P. Simoncelli

* 9 pages, 5 figures. minor changes since v1: added extra references, connections to previous models, links to GLMs, complexity measures 

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The local low-dimensionality of natural images


Mar 24, 2015
Olivier J. Hénaff, Johannes Ballé, Neil C. Rabinowitz, Eero P. Simoncelli

* Published as conference paper at ICLR 2015 

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