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稀疏泊松图像重构算法

于 2023-08-29 发布 文件大小:4.95 MB
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资源描述 The Sparse Poisson Intensity Reconstruction ALgrotihms (SPIRAL) toolbox, SPIRALTAP.m, is MATLAB code for recovering sparse signals from Poisson observations. SPIRAL minimizes a regularized negative log-likelihood  objective function with various penalty choices for the regularization terms:     - Sparsity (l1 norm) of the coefficients in an orthonormal basis,     - Total variation seminorm of the image,     - Penalty based on Recursive Dyadic Partitions (RDPs), and     - Penalty based on translationally-invariant (cycle-spun) RDPs. For more details, see Zachary T. Harmany, Roummel F. Marcia, Rebecca M. Willett, "This is SPIRAL-TAP: Sparse Poisson Intensity Reconstruction Algorithms -- Theory and Practice," Submitted to IEEE Transactions on Image Processing. A preprint of this article is available on arXiv.org:

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