书目名称 | Parallel Operator Splitting Algorithms with Application to Imaging Inverse Problems | 编辑 | Chuan He,Changhua Hu | 视频video | | 概述 | Addresses both algorithmic theory and numerical experiments for image restoration.Presents the numerical analysis of ill condition of imaging inverse problems.Studies comprehensively parallel operator | 丛书名称 | Advanced and Intelligent Manufacturing in China | 图书封面 |  | 描述 | Image denoising, image deblurring, image inpainting, super-resolution, and compressed sensing reconstruction have important application value in engineering practice, and they are also the hot frontiers in the field of image processing. This book focuses on the numerical analysis of ill condition of imaging inverse problems and the methods of solving imaging inverse problems based on operator splitting. Both algorithmic theory and numerical experiments have been addressed. The book is divided into six chapters, including preparatory knowledge, ill-condition numerical analysis and regularization method of imaging inverse problems, adaptive regularization parameter estimation, and parallel solution methods of imaging inverse problem based on operator splitting. Although the research methods in this book take image denoising, deblurring, inpainting, and compressed sensing reconstruction as examples, they can also be extended to image processing problems such as image segmentation, hyperspectral decomposition, and image compression. This book can benefit teachers and graduate students in colleges and universities, or be used as a reference for self-study or further study of image proce | 出版日期 | Book 2023 | 关键词 | Image restoration; Operator splitting method; ill-conditioned inverse problems; image denoising; image d | 版次 | 1 | doi | https://doi.org/10.1007/978-981-99-3750-9 | isbn_softcover | 978-981-99-3752-3 | isbn_ebook | 978-981-99-3750-9Series ISSN 2731-5983 Series E-ISSN 2731-5991 | issn_series | 2731-5983 | copyright | Chemical Industry Press 2023 |
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