Convolutional Neural Networks Analyzed via Convolutional Sparse Coding

27 July 2016

Papers citing "Convolutional Neural Networks Analyzed via Convolutional Sparse Coding"

50 / 120 papers shown

Title
Adversarial Robustness of Supervised Sparse Coding Jeremias Sulam Ramchandran Muthumukar R. Arora AAML 18 23 0 22 Oct 2020
Multi-layer Residual Sparsifying Transform (MARS) Model for Low-dose CT Image Reconstruction Xikai Yang Y. Long S. Ravishankar MedIm 14 3 0 10 Oct 2020
Prevalence of Neural Collapse during the terminal phase of deep learning training V. Papyan Xuemei Han D. Donoho 8 540 0 18 Aug 2020
Event Enhanced High-Quality Image Recovery Bishan Wang Jingwei He Lei Yu Guisong Xia Wen Yang SupR 23 113 0 16 Jul 2020
Simple and Deep Graph Convolutional Networks Ming Chen Zhewei Wei Zengfeng Huang Bolin Ding Yaliang Li GNN 18 1,198 0 04 Jul 2020
When and How Can Deep Generative Models be Inverted? Aviad Aberdam Dror Simon Michael Elad 6 13 0 28 Jun 2020
Dataless Model Selection with the Deep Frame Potential Calvin Murdock Simon Lucey 31 6 0 30 Mar 2020
When to Use Convolutional Neural Networks for Inverse Problems Nathaniel Chodosh Simon Lucey 11 7 0 30 Mar 2020
Unsupervised Interpretable Representation Learning for Singing Voice Separation S. I. Mimilakis K. Drossos G. Schuller 17 8 0 03 Mar 2020
Effect of top-down connections in Hierarchical Sparse Coding Victor Boutin Angelo Franciosini F. Ruffier Laurent Udo Perrinet 6 16 0 03 Feb 2020
Learning Deep Analysis Dictionaries -- Part II: Convolutional Dictionaries Jun-Jie Huang P. Dragotti 15 0 0 31 Jan 2020
Learning Deep Analysis Dictionaries for Image Super-Resolution Jun-Jie Huang P. Dragotti 6 1 0 31 Jan 2020
Deep NRSfM++: Towards Unsupervised 2D-3D Lifting in the Wild Chaoyang Wang Chen-Hsuan Lin Simon Lucey 16 14 0 27 Jan 2020
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing V. Monga Yuelong Li Yonina C. Eldar 6 836 0 22 Dec 2019
Penalized-likelihood PET Image Reconstruction Using 3D Structural Convolutional Sparse Coding Nuobei Xie Kuang Gong Ning Guo ZhiXing Qin Zhifang Wu Huafeng Liu Quanzheng Li 3DV 3DPC MedIm 11 19 0 16 Dec 2019
Towards Understanding Residual and Dilated Dense Neural Networks via Convolutional Sparse Coding Zhiyang Zhang Shihua Zhang 6 11 0 05 Dec 2019
The Effectiveness of Variational Autoencoders for Active Learning Farhad Pourkamali-Anaraki M. Wakin DRL 14 4 0 18 Nov 2019
Deep K-SVD Denoising M. Scetbon Michael Elad P. Milanfar SupR 37 105 0 28 Sep 2019
RandNet: deep learning with compressed measurements of images Thomas Chang Bahareh Tolooshams Demba E. Ba 6 10 0 25 Aug 2019
Distill Knowledge from NRSfM for Weakly Supervised 3D Pose Learning Chaoyang Wang Chen Kong Simon Lucey 6 48 0 18 Aug 2019
CRNet: Image Super-Resolution Using A Convolutional Sparse Coding Inspired Network Menglei Zhang Zhou Liu Lei Yu SupR 11 3 0 03 Aug 2019
Deep Non-Rigid Structure from Motion with Missing Data Chen Kong Simon Lucey 16 69 0 30 Jul 2019
Convolutional Dictionary Learning in Hierarchical Networks Javier Zazo Bahareh Tolooshams Demba E. Ba BDL 21 5 0 23 Jul 2019
Deep Coupled-Representation Learning for Sparse Linear Inverse Problems with Side Information Evaggelia Tsiligianni Nikos Deligiannis 17 18 0 04 Jul 2019
Two-layer Residual Sparsifying Transform Learning for Image Reconstruction Xuehang Zheng S. Ravishankar Y. Long M. Klasky B. Wohlberg MedIm 6 2 0 01 Jun 2019
Deep Residual Autoencoders for Expectation Maximization-inspired Dictionary Learning Bahareh Tolooshams Sourav Dey Demba E. Ba 14 4 0 18 Apr 2019
Convolutional Sparse Coding for Compressed Sensing CT Reconstruction Peng Bao Wenjun Xia Kang Yang Weiyan Chen Mianyi Chen ... Jiliu Zhou He Zhang Huaiqiang Sun Zhangyang Wang Yi Zhang 9 104 0 20 Mar 2019
Deep Interpretable Non-Rigid Structure from Motion Chen Kong Simon Lucey 3DV 18 8 0 28 Feb 2019
Sparse Deep Predictive Coding captures contour integration capabilities of the early visual system Victor Boutin Angelo Franciosini Frederic Chavane F. Ruffier Laurent Udo Perrinet 12 2 0 20 Feb 2019
Learning to compress and search visual data in large-scale systems Sohrab Ferdowsi 13 2 0 24 Jan 2019
Comments on "Deep Neural Networks with Random Gaussian Weights: A Universal Classification Strategy?" Talha Cihad Gulcu Alper Gungor 17 1 0 08 Jan 2019
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse Coding Menglei Zhang Zhou Liu Lei Yu 6 2 0 31 Dec 2018
$A Greedy Approach to $\ell_{0,\infty}$ Based Convolutional Sparse Coding$ A Greedy Approach to $\ell_{0,\infty}$ Based Convolutional Sparse Coding Elad Plaut Raja Giryes 13 10 0 26 Dec 2018
Accelerating Convolutional Neural Networks via Activation Map Compression Georgios Georgiadis 15 71 0 10 Dec 2018
On learning with shift-invariant structures Cristian Rusu OOD 11 13 0 03 Dec 2018
Interpretable Convolutional Filters with SincNet Mirco Ravanelli Yoshua Bengio 8 94 0 23 Nov 2018
A Bayesian Perspective of Convolutional Neural Networks through a Deconvolutional Generative Model Yujia Wang Nhat Ho David J. Miller Anima Anandkumar Michael I. Jordan Richard G. Baraniuk BDL GAN 19 8 0 01 Nov 2018
An ETF view of Dropout regularization Dor Bank Raja Giryes 4 4 0 14 Oct 2018
Generalization Error in Deep Learning Daniel Jakubovitz Raja Giryes M. Rodrigues AI4CE 6 109 0 03 Aug 2018
Convolutional Neural Networks Analyzed via Inverse Problem Theory and Sparse Representations Cem Tarhan G. Akar SupR 17 2 0 20 Jul 2018
$Deeply-Sparse Signal rePresentations ($\text{D}\text{S}^2\text{P}$)$ Deeply-Sparse Signal rePresentations ( $\text{D}\text{S}^2\text{P}$ ) Demba E. Ba 17 7 0 05 Jul 2018
Towards an understanding of CNNs: analysing the recovery of activation pathways via Deep Convolutional Sparse Coding Michael Murray Jared Tanner 11 0 0 26 Jun 2018
On Multi-Layer Basis Pursuit, Efficient Algorithms and Convolutional Neural Networks Jeremias Sulam Aviad Aberdam Amir Beck Michael Elad 11 90 0 02 Jun 2018
Interpreting Deep Learning: The Machine Learning Rorschach Test? Adam S. Charles AAML HAI AI4CE 11 9 0 01 Jun 2018
Adversarial Noise Attacks of Deep Learning Architectures -- Stability Analysis via Sparse Modeled Signals Yaniv Romano Aviad Aberdam Jeremias Sulam Michael Elad AAML 12 22 0 29 May 2018
RotDCF: Decomposition of Convolutional Filters for Rotation-Equivariant Deep Networks Xiuyuan Cheng Qiang Qiu Robert Calderbank Guillermo Sapiro 17 42 0 17 May 2018
Mad Max: Affine Spline Insights into Deep Learning Randall Balestriero Richard Baraniuk AI4CE 11 78 0 17 May 2018
Multi-Layer Sparse Coding: The Holistic Way Aviad Aberdam Jeremias Sulam Michael Elad 6 28 0 25 Apr 2018
Deep Convolutional Compressed Sensing for LiDAR Depth Completion Nathaniel Chodosh Chaoyang Wang Simon Lucey 3DPC 3DV 17 126 0 23 Mar 2018
Deep Component Analysis via Alternating Direction Neural Networks Calvin Murdock Ming-Fang Chang Simon Lucey BDL 11 20 0 16 Mar 2018