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Convolutional Sparse Coding for Compressed Sensing …

    https://pubmed.ncbi.nlm.nih.gov/30908204/
    In this paper, inspired by several successful applications of CSC in the field of signal processing, we explore the potential of CSC in sparse-view CT reconstruction. By directly working on the whole image, without the necessity of dividing the image into overlapped …

Cell recognition based on topological sparse ... - BMC …

    https://bmcmedimaging.biomedcentral.com/articles/10.1186/s12880-015-0087-7
    Experimental results show that the proposed topological sparse coding technique is valid and effective for extracting new features, and the proposed system was …

Medical image registration using sparse coding and …

    https://pubmed.ncbi.nlm.nih.gov/23366098/
    We propose an efficient medical image registration method based on sparse coding and belief propagation for medical CT imaging. We used 3-D image blocks as features, and …

Medical Image Analysis

    http://www.vision.jhu.edu/assets/SchwabMIA18.pdf
    Diffusion magnetic resonance imaging (dMRI) is a medical imaging modality used to analyze neuroanatomical biomarkers for brain diseases such as Alzheimer’s. dMRI are …

Deep Learning, Sparse Coding, and SVM …

    https://link.springer.com/chapter/10.1007/978-3-319-24888-2_15
    This work presents an approach for melanoma recognition in dermoscopy images that combines deep …

Sparse-Coding-Based Computed Tomography Image …

    https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3614031/
    Sparse coding is a state-of-the-art technique used to reconstruct a sparse data set from a small number of linear measurements. We propose a …

Convolutional Sparse Coding for Compressed Sensing …

    https://ieeexplore.ieee.org/document/8672945
    Convolutional Sparse Coding for Compressed Sensing CT Reconstruction. Abstract: Over the past few years, dictionary learning (DL)-based methods have been …

Sparse-Coding-Based Computed …

    https://www.hindawi.com/journals/tswj/2013/145198/
    Sparse coding is a state-of-the-art technique used to reconstruct a sparse data set from a small number of linear measurements. We propose a reconstruction method …

Sparse approximation - Wikipedia

    https://en.wikipedia.org/wiki/Sparse_approximation
    Sparse approximation(also known as sparse representation) theory deals with sparsesolutions for systems of linear equations. Techniques for finding these solutions …

Sparse Coding Neural Networks | Baeldung on …

    https://www.baeldung.com/cs/sparse-coding
    In the case of sparse coding, the data is first translated into a high-dimensional feature space, where the basis functions are then employed to …



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