Search Results - multilayer convolutional sparse coding (ML-CSC)

An Improved Multilayer Convolutional Sparse Coding Model for Fault Feature Extraction of Rolling Element Bearings Under Varying Speed Conditions by Dong, Guangming

“… This article proposes an improved multilayer convolutional sparse coding (ML-CSC) model incorporating an overlap-crop (OC…”
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Towards understanding residual and dilated dense neural networks via convolutional sparse coding by Zhang, Zhiyang, Zhang, Shihua

“… However, a clear theoretical understanding of such networks is still lacking. Recently, a multilayer convolutional sparse coding (ML-CSC…”
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Multilayer Convolutional Sparse Modeling: Pursuit and Dictionary Learning by Sulam, Jeremias, Papyan, Vardan, Romano, Yaniv, Elad, Michael

“…The recently proposed multilayer convolutional sparse coding (ML-CSC) model, consisting of a cascade of convolutional sparse layers, provides a new interpretation of convolutional neural networks (CNNs…”
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Multimodal Extension of the ML-CSC Framework for Medical Image Segmentation by Janssens, Jens, Lazendic, Srdan, Huang, Shaoguang, Pizurica, Aleksandra

“… Recently introduced Multilayer Convolutional Sparse Coding (ML-CSC) data model provides a model-based explanation of CNNs…”
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Multi-layer Convolutional Sparse Coding Framework for Restoration of Under-sampled MR Images by Wahid, Abdul, Ullah, Abdul Wahab Usman, Kadir, Kushairy, Saadain, Syed

“…Magnetic Resonance Imaging (MRI) plays an important role in the diagnosis of different pathologies associated with human anatomy. The need to acquire images…”
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Convolutional Dictionary Learning in Hierarchical Networks by Zazo, Javier, Tolooshams, Bahareh, Ba, Demba, Paulson, Harvard John A.

“… This recursion describes a linear dynamic system that is a non-Gaussian Markov process across scales and is closely related to multilayer-convolutional sparse coding (ML-CSC…”
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On Interpretability of CNNs for Multimodal Medical Image Segmentation by Lazendic, Srdan, Janssens, Jens, Huang, Shaoguang, Pizurica, Aleksandra

“… Multilayer Convolutional Sparse Coding (ML-CSC) data model, provides a model-based explanation of convolutional neural networks (CNNs…”
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On Multi-Layer Basis Pursuit, Efficient Algorithms and Convolutional Neural Networks by Sulam, Jeremias, Aberdam, Aviad, Beck, Amir, Elad, Michael

“… Motivated by the recent Multi-Layer Convolutional Sparse Coding (ML-CSC) model, we herein generalize the traditional Basis Pursuit problem to a multi-layer setting…”
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Comparative Analysis of ML-CSC Based CS-MRI Framework With State of the Art by Saadain, Syyed, Shah, Jawad Ali, Wahid, Abdul, Kadir, Kushsairy

“… Subsequently the interest has been shown to theoretically model deep nets with celebrated sparse coding theory resulting in emergence of convolutional sparse coding (CSC) theory…”
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Projecting on to the Multi-Layer Convolutional Sparse Coding Model by Sulam, Jeremias, Papyant, Vardan, Romano, Yaniv, Elad, Michael

“…The recently proposed Multi-Layer Convolutional Sparse Coding (ML-CSC) model, consisting of a cascade of convolutional sparse layers, provides a new interpretation of Convolutional Neural Networks (CNNs…”
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Convolutional Dictionary Learning in Hierarchical Networks by Zazo, Javier, Tolooshams, Bahareh, Demba Ba

“… This recursion describes a linear dynamic system that is a non-Gaussian Markov process across scales and is closely related to multilayer-convolutional sparse coding (ML-CSC…”
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Multi-Layered Basis Pursuit Algorithms for Classification of MR Images of Knee ACL Tear by Wahid, Abdul, Shah, Jawad Ali, Khan, Adnan Umar, Ullah, Mukhtar, Ayob, Mohd Zaki

“…Deep learning architectures have been extensively used in recent years for the classification of biomedical images to assist clinicians for diagnosis and…”
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Multi-Layer Basis Pursuit for Compressed Sensing MR Image Reconstruction by Wahid, Abdul, Shah, Jawad Ali, Khan, Adnan Umar, Ahmed, Manzoor, Razali, Hanif

“… Inspired from recent research works on multi-layer convolutional sparse coding (ML-CSC) theory to model deep neural networks, this work proposes a multi-layer basis…”
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Analysis of Top-Down Connections in Multi-Layered Convolutional Sparse Coding by Edlund, Joakim, Guillemot, Christine, Sjostrom, Marten

“… Multi-Layered Convolutional Sparse Coding (ML-CSC) based on a cascade of convolutional layers in which each layer can be approximately explained by the following layer can be seen as a biologically inspired framework…”
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WSEBP: A Novel Width-depth Synchronous Extension-based Basis Pursuit Algorithm for Multi-Layer Convolutional Sparse Coding by Tang, Haitong, He, Shuang, Bian, Lingbin, Cui, Zhiming, Wang, Nizhuan

“…The pursuit algorithms integrated in multi-layer convolutional sparse coding (ML-CSC) can interpret the convolutional neural networks…”
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Multi-Layer Convolutional Sparse Modeling: Pursuit and Dictionary Learning by Sulam, Jeremias, Papyan, Vardan, Romano, Yaniv, Elad, Michael

“…The recently proposed Multi-Layer Convolutional Sparse Coding (ML-CSC) model, consisting of a cascade of convolutional sparse layers, provides a new interpretation of Convolutional Neural Networks (CNNs…”
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Towards Understanding Residual and Dilated Dense Neural Networks via Convolutional Sparse Coding by Zhang, Zhiyang, Zhang, Shihua

“… However, a clear theoretical understanding about them is still lacking. Recently, multi-layer convolutional sparse coding (ML-CSC…”
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Research on Semi-Supervised Sound Event Detection Based on Mean Teacher Models Using ML-LoBCoD-NET by Wang, Jinjia, Xia, Jing, Yang, Qian, Zhang, Yuzhen

“… We don't use the pooling operation, retaining ReLU and convolution operation, and we use the dictionary strong constraints and penalty function prior constraints of the multi-layer convolutional sparse coding (ML-CSC…”
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Convolutional Neural Networks Analyzed via Convolutional Sparse Coding by Papyan, Vardan, Romano, Yaniv, Elad, Michael

“… In parallel, within the wide field of sparse approximation, Convolutional Sparse Coding (CSC) has gained increasing attention in recent years…”
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On Multi-Layer Basis Pursuit, Efficient Algorithms and Convolutional Neural Networks by Sulam, Jeremias, Aberdam, Aviad, Beck, Amir, Elad, Michael

“… Motivated by the recent Multi-Layer Convolutional Sparse Coding (ML-CSC) model, we herein generalize the traditional Basis Pursuit problem to a multi-layer setting…”
Get full text