Convolutional dictionary learning based auto-encoders for natural
exponential-family distributions

Convolutional dictionary learning based auto-encoders for natural exponential-family distributions

7 July 2019

Bahareh Tolooshams

Papers citing "Convolutional dictionary learning based auto-encoders for natural exponential-family distributions"

17 / 17 papers shown

Title
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing V. Monga Yuelong Li Yonina C. Eldar 75 1,012 0 22 Dec 2019
Rethinking the CSC Model for Natural Images Dror Simon Michael Elad 21 90 0 12 Sep 2019
On the Convergence of Adam and Beyond Sashank J. Reddi Satyen Kale Surinder Kumar 52 2,482 0 19 Apr 2019
Deep Residual Autoencoders for Expectation Maximization-inspired Dictionary Learning Bahareh Tolooshams Sourav Dey Demba E. Ba 38 4 0 18 Apr 2019
Class-Aware Fully-Convolutional Gaussian and Poisson Denoising Tal Remez Or Litany Raja Giryes A. Bronstein BDL 40 72 0 20 Aug 2018
Scalable Convolutional Dictionary Learning with Constrained Recurrent Sparse Auto-encoders Bahareh Tolooshams Sourav Dey Demba E. Ba BDL 23 22 0 12 Jul 2018
On Multi-Layer Basis Pursuit, Efficient Algorithms and Convolutional Neural Networks Jeremias Sulam Aviad Aberdam Amir Beck Michael Elad 41 92 0 02 Jun 2018
Neural Proximal Gradient Descent for Compressive Imaging Morteza Mardani Qingyun Sun Shreyas S. Vasawanala Vardan Papyan Hatef Monajemi John M. Pauly D. Donoho 58 155 0 01 Jun 2018
Convolutional Dictionary Learning: A Comparative Review and New Algorithms Cristina Garcia-Cardona B. Wohlberg 43 177 0 09 Sep 2017
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Peng Sun W. Zuo Yunjin Chen Deyu Meng Lei Zhang SupR 116 6,962 0 13 Aug 2016
Linear dynamical neural population models through nonlinear embeddings Yuanjun Gao Evan Archer Liam Paninski John P. Cunningham 52 155 0 26 May 2016
Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs) Djork-Arné Clevert Thomas Unterthiner Sepp Hochreiter 209 5,502 0 23 Nov 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 813 149,474 0 22 Dec 2014
Deep Unfolding: Model-Based Inspiration of Novel Deep Architectures J. Hershey Jonathan Le Roux F. Weninger BDL 76 430 0 09 Sep 2014
Learning Sparsely Used Overcomplete Dictionaries via Alternating Minimization Alekh Agarwal Anima Anandkumar Prateek Jain Praneeth Netrapalli 86 172 0 30 Oct 2013
Sparsity Based Poisson Denoising with Dictionary Learning Raja Giryes Michael Elad 52 114 0 17 Sep 2013
Poisson noise reduction with non-local PCA Joseph Salmon Zachary T. Harmany Charles-Alban Deledalle Rebecca Willett 89 313 0 02 Jun 2012