Search Results - Multi-layer Convolutional Sparse Coding

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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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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Fluorescence microscopy images denoising via deep convolutional sparse coding by Chen, Ge, Wang, Jianjun, Wang, Hailin, Wen, Jinming, Gao, Yi, Xu, Yongjian

“…, which embeds the multi-layer learned iterative soft threshold algorithm (ML-LISTA) into deep convolutional neural network (DCNN…”
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A Comprehensive Review of Multi- Layer Convolutional Sparse Coding in Semantic Segmentation by Sharma, Geetanjali, Kushwaha, Sumit

“…) strategies in semantic segmentation, with a particular focus on the Multi-Layer Convolutional Sparse Coding (ML-CSC) model…”
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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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CSC-Unet: A Novel Convolutional Sparse Coding Strategy Based Neural Network for Semantic Segmentation by Tang, Haitong, He, Shuang, Yang, Mengduo, Lu, Xia, Yu, Qin, Liu, Kaiyue, Yan, Hongjie, Wang, Nizhuan

“… for various application scenes. Thus, in this paper, we proposed a novel strategy that reformulated the popularly used convolution operation to multi-layer convolutional sparse coding block in semantic segmentation method to ease…”
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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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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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A Multilayered Convolutional Sparse Coding Framework for Modeling of Pooling Operation of Convolution Neural Networks by Wahid, Abdul, Umar Khan, Adnan, Mukhtarullah, Khan, Sheroz, Shah, Jawad

“…Convolutional Sparse Coding (CSC) framework has been proposed recently to explain relation between Convolutional Neural Networks (CNNs…”
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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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Comparison of Convolutional Sparse Coding Network and Convolutional Neural Network for Pavement Crack Classification: A Validation Study by Tang, Haitong, Shi, Jun, Lu, Xia, Yin, Zhichao, Huang, Lixue, Jia, Dongbao, Wang, Nizhuan

“… Therefore, based on the multi-layer convolutional sparse coding (ML-CSC) model, this paper combines multi-layer iterative soft threshold algorithm (ML-ISTA…”
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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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Lamb wave-based damage assessment for composite laminates using a deep learning approach by Zhang, Han, Wang, Fan, Lin, Jing, Hua, Jiadong

“…•The CSCUNet incorporates the multi-layer convolutional sparse coding block in its encoder, enhancing both performance and interpretability of the model…”
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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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Learning the sparse prior: Modern approaches by Peng, Guan‐Ju

“…‐layer convolutional sparse representation. When the data morphology has been adequately addressed, a sparse representation can be obtained by solving the sparse coding problem specified by the data model…”
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A deep learning approach for pose error prediction in parallel robots by Zhang, Han, Zhu, Xin, Yang, Ming, Liu, Zhihua, Cai, Chenguang

“…•Deep learning-based approach for pose error prediction in parallel robots.•The model is enhanced with multi-layer CSC and efficient channel attention…”
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CSC-Unet: A Novel Convolutional Sparse Coding Strategy Based Neural Network for Semantic Segmentation by Tang, Haitong, He, Shuang, Yang, Mengduo, Lu, Xia, Yu, Qin, Liu, Kaiyue, Yan, Hongjie, Wang, Nizhuan

“… for various application scenes. In this paper, we proposed a novel strategy that reformulated the popularly-used convolution operation to multi-layer convolutional sparse coding block to ease the aforementioned deficiency…”
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Medical Image Segmentation via Sparse Coding Decoder by Zeng, Long, Zhu, Mingwei, Wu, Kaigui, Li, Zefang

“… To address this issue, a convolution sparse vector coding-based decoder is proposed, namely the CAScaded multi-layer Convolutional Sparse vector Coding DEcoder (CASCSCDE…”
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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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Multi-layer convolutional dictionary learning network for signal denoising and its application to explainable rolling bearing fault diagnosis by Qin, Yi, Yang, Rui, He, Biao, Chen, Dingliang, Mao, Yongfang

“…As a vital mechanical sub-component, the health monitoring of rolling bearings is important. Vibration signal analysis is a commonly used approach for fault…”
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