Výsledky vyhledávání - "multi-layer convolutional sparse coding"

On Multi-Layer Basis Pursuit, Efficient Algorithms and Convolutional Neural Networks Autor Sulam, Jeremias, Aberdam, Aviad, Beck, Amir, Elad, Michael

“…Parsimonious representations are ubiquitous in modeling and processing information. Motivated by the recent Multi-Layer Convolutional Sparse Coding (ML-CSC)…”
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Fluorescence microscopy images denoising via deep convolutional sparse coding Autor Chen, Ge, Wang, Jianjun, Wang, Hailin, Wen, Jinming, Gao, Yi, Xu, Yongjian

“…Fluorescence microscopy images captured in low light and short exposure time conditions are always contaminated by photons and readout noises, which reduce the…”
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Multi-Layered Basis Pursuit Algorithms for Classification of MR Images of Knee ACL Tear Autor 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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Comparative Analysis of ML-CSC Based CS-MRI Framework With State of the Art Autor Saadain, Syyed, Shah, Jawad Ali, Wahid, Abdul, Kadir, Kushsairy

“…Deep neural networks have been used extensively for inverse problems in image processing research. Subsequently the interest has been shown to theoretically…”
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Multi-layer Convolutional Sparse Coding Framework for Restoration of Under-sampled MR Images Autor 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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A Multilayered Convolutional Sparse Coding Framework for Modeling of Pooling Operation of Convolution Neural Networks Autor 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) and sparse coding…”
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