Search Results - Multi-layer sparse coding

Multi-instance multi-label learning of natural scene images: via sparse coding and multi-layer neural network by Zhang, Hu, Wu, Wei, Wang, Ding

“… How to reasonably solve the MIML problem is key to obtaining high accuracy in this research area. An MIML algorithm based on instances via combining sparse coding with a deep neural network is proposed…”
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Designing a symmetric classifier for image annotation using multi-layer sparse coding by Tariq, Amara, Foroosh, Hassan

“…, the vocabulary set. We propose a novel annotation method that employs two layers of sparse coding and performs coarse-to-fine labeling…”
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Multi-Layer Sparse Coding for Multi-Exposure Image Fusion by Acar, Altan, Turkan, Mehmet

“… This paper proposes three novel weight map extraction methods. The first one is based on multi-layered sparse approximations of image patches…”
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Multi-layer sparse coding model-based ship detection for optical remote-sensing images by Li, H., Li, Z., Chen, Z., Yang, D.

“…Ship detection plays an important role in remote-sensing image processing. In this article, we propose a multi-layer sparse coding model-based ship detection (MSCMSD…”
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Concurrent Single-Label Image Classification and Annotation via Efficient Multi-Layer Group Sparse Coding by Shenghua Gao, Liang-Tien Chia, Tsang, Ivor Wai-Hung, Zhixiang Ren

“…We present a multi-layer group sparse coding framework for concurrent single-label image classification and annotation…”
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A multi-layer sparse coding network learns contour coding from natural images by Hoyer, Patrik O, Hyvärinen, Aapo

“…) of the cells, can be understood as efficient coding of natural images. Here we extend the framework by considering how the responses of complex cells could be sparsely represented by a higher-order neural layer…”
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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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Visual inspection system using multi-layer feature sparse coding with acoustic support by Yano, Natsumi, Yano, Shouhei, Wakui, Naoki

“…Visual inspections are conducted in manufacturing industries to determine whether all or a certain number of products are non-defective or defective by…”
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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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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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Multi-layer group sparse coding - For concurrent image classification and annotation by Shenghua Gao, Liang-Tien Chia, Tsang, Ivor Wai-Hung

“…We present a multi-layer group sparse coding framework for concurrent image classification and annotation…”
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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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Multi-layer Sparse Coding Based Ship Detection for Remote Sensing Images by Zimeng Li, Daiqin Yang, Zhenzhong Chen

“… We use the multi-layer sparse coding to extract the features of the RS images. Then, we get the ship candidate regions by calculating the global saliency map which may have…”
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Multi-Layer Sparse Coding: The Holistic Way by Aberdam, Aviad, Sulam, Jeremias, Elad, Michael

“…The recently proposed multi-layer sparse model has raised insightful connections between sparse representations and convolutional neural networks (CNN…”
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Sparse Coding with Multi-Layer Decoders using Variance Regularization by Evtimova, Katrina, LeCun, Yann

“… Sparse coding with an \(l_1\) penalty and a learned linear dictionary requires regularization of the dictionary to prevent a collapse in the \(l_1\) norms of the codes…”
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Image Annotation using Multi-Layer Sparse Coding by Amara Tariq, oosh, Hassan

“…, the vocabulary set. We propose a novel annotation method that employs two layers of sparse coding and performs coarse-to-fine labeling…”
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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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