Search Results - "multilayer convolutional sparse coding"

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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A convolutional neural network with sparse representation by Yang, Guoan, Yang, Junjie, Lu, Zhengzhi, Liu, Deyang

“…This paper proposes a sparse representation layer in the feature extraction stage of a convolutional neural network (CNN). Our goal is to add sparse transforms…”
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Facial Expression Recognition based on Convolutional Neural Network with Sparse Representation by Liu, Xuan, Ma, Jiachen, Wang, Qiang

“…Facial Expression Recognition (FER) in the wild using Convolutional Neural Networks (CNNs) has been a challenge for years because of the significant…”
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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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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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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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SureUnet: sparse autorepresentation encoder U-Net for noise artifact suppression in low-dose CT by Liu, Jin, Zhang, Tingyu, Kang, Yanqin, Qiang, Jun, Hu, Dianlin, Zhang, Yikun

“…). First, inspired by multilayer convolutional sparse coding (CSC), we constructed a sparse autorepresentation encoder to sufficiently capture and represent hierarchical image features…”
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Deep sparse representation driven network for compressive imaging by Shi, Baoshun, Li, Dan

“… Multilayer convolutional sparse coding (CSC), also known as deep sparse representation (deep SR), addresses this challenge by interpreting the forward process of DNNs…”
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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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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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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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