Výsledky vyhledávání - multi-layered convolutional sparse coding
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Analysis of Top-Down Connections in Multi-Layered Convolutional Sparse Coding
ISSN: 2473-3628Vydáno: IEEE 06.10.2021Vydáno v IEEE International Workshop on Multimedia Signal Processing (06.10.2021)“… 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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Multi-Layer Basis Pursuit for Compressed Sensing MR Image Reconstruction
ISSN: 2169-3536, 2169-3536Vydáno: Piscataway IEEE 2020Vydáno v IEEE access (2020)“… 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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Multi-Layered Basis Pursuit Algorithms for Classification of MR Images of Knee ACL Tear
ISSN: 2169-3536, 2169-3536Vydáno: Piscataway IEEE 2020Vydáno v IEEE access (2020)“…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 Attention Convolutional Sparse Coding U-Net for Enhanced Land-Use and Land-Cover Segmentation Using Hyperspectral Images
ISSN: 1557-2072, 1557-2064, 1557-2072Vydáno: New York Springer US 01.12.2025Vydáno v Sensing and imaging (01.12.2025)“… with the architectural complexities hindering the performance across different datasets and tasks. In response to this, a Multi Attention Convolutional sparse coding U-network Feed-forward Network (MACUFN…”
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Lamb wave-based damage assessment for composite laminates using a deep learning approach
ISSN: 0041-624X, 1874-9968, 1874-9968Vydáno: Netherlands Elsevier B.V 01.07.2024Vydáno v Ultrasonics (01.07.2024)“…•A convolutional sparse coding-based UNet (CSCUNet) is proposed to analyze the ultrasonic Lamb wave signal, which enables high-resolution imaging of damage in composite laminates…”
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A Multilayered Convolutional Sparse Coding Framework for Modeling of Pooling Operation of Convolution Neural Networks
ISSN: 2640-6535Vydáno: IEEE 01.08.2019Vydáno v IEEE International Conference on Smart Instrumentation, Measurement and Applications (ICSIMA ...) (Online) (01.08.2019)“…Convolutional Sparse Coding (CSC) framework has been proposed recently to explain relation between Convolutional Neural Networks (CNNs…”
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Improved Image Generation via Sparse Modeling
ISSN: 2331-8422Vydáno: Ithaca Cornell University Library, arXiv.org 13.05.2022Vydáno v arXiv.org (13.05.2022)“…The interest of the deep learning community in image synthesis has grown massively in recent years. Nowadays, deep generative methods, and especially…”
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Complex Valued and Layer Based Categorization of Synthetic Aperture Radar Patches
Vydáno: IEEE 20.10.2021Vydáno v 2021 15th International Conference on Advanced Technologies, Systems and Services in Telecommunications (TELSIKS) (20.10.2021)“… In this paper a sparse coding approach is designed in multi layered architecture. This this paper proposes a layered based sparse coding using approaches introduced within…”
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Multi-layer Convolutional Sparse Coding Framework for Restoration of Under-sampled MR Images
ISSN: 2642-2077Vydáno: IEEE 17.05.2021Vydáno v IEEE International Instrumentation and Measurement Technology Conference (Online) (17.05.2021)“…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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