Sparse Image and Signal Processing

Sparse Image and Signal Processing pdf epub mobi txt 电子书 下载 2025

出版者:Cambridge University Press
作者:Jean-Luc Starck
出品人:
页数:336
译者:
出版时间:2010-5-10
价格:USD 70.00
装帧:Hardcover
isbn号码:9780521119139
丛书系列:
图书标签:
  • 信号处理 
  • 模式识别 
  • Wavelets 
  • Sparse 
  • 数学 
  • 图像处理 
  • 计算机科学 
  • 压缩感知-稀疏表示-矩阵分解 
  •  
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This book presents the state of the art in sparse and multiscale image and signal processing, covering linear multiscale transforms, such as wavelet, ridgelet, or curvelet transforms, and non-linear multiscale transforms based on the median and mathematical morphology operators. Recent concepts of sparsity and morphological diversity are described and exploited for various problems such as denoising, inverse problem regularization, sparse signal decomposition, blind source separation, and compressed sensing. This book weds theory and practice in examining applications in areas such as astronomy, biology, physics, digital media, and forensics. A final chapter explores a paradigm shift in signal processing, showing that previous limits to information sampling and extraction can be overcome in very significant ways. Matlab and IDL code accompany these methods and applications to reproduce the experiments and illustrate the reasoning and methodology of the research are available for download at the associated web site.

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