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Titlebook: Variational Methods in Image Segmentation; with seven image pro Jean Michel Morel,Sergio Solimini Book 1995 Birkhäuser Boston 1995 Mathemat

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发表于 2025-3-21 16:37:09 | 显示全部楼层 |阅读模式
书目名称Variational Methods in Image Segmentation
副标题with seven image pro
编辑Jean Michel Morel,Sergio Solimini
视频video
丛书名称Progress in Nonlinear Differential Equations and Their Applications
图书封面Titlebook: Variational Methods in Image Segmentation; with seven image pro Jean Michel Morel,Sergio Solimini Book 1995 Birkhäuser Boston 1995 Mathemat
描述This book contains both a synthesis and mathematical analysis of a wide set of algorithms and theories whose aim is the automatic segmen­ tation of digital images as well as the understanding of visual perception. A common formalism for these theories and algorithms is obtained in a variational form. Thank to this formalization, mathematical questions about the soundness of algorithms can be raised and answered. Perception theory has to deal with the complex interaction between regions and "edges" (or boundaries) in an image: in the variational seg­ mentation energies, "edge" terms compete with "region" terms in a way which is supposed to impose regularity on both regions and boundaries. This fact was an experimental guess in perception phenomenology and computer vision until it was proposed as a mathematical conjecture by Mumford and Shah. The third part of the book presents a unified presentation of the evi­ dences in favour of the conjecture. It is proved that the competition of one-dimensional and two-dimensional energy terms in a variational for­ mulation cannot create fractal-like behaviour for the edges. The proof of regularity for the edges of a segmentation constantly invo
出版日期Book 1995
关键词Mathematica; algorithms; behavior; computer vision; constant; form; fractal; image segmentation; interaction
版次1
doihttps://doi.org/10.1007/978-1-4684-0567-5
isbn_softcover978-1-4684-0569-9
isbn_ebook978-1-4684-0567-5Series ISSN 1421-1750 Series E-ISSN 2374-0280
issn_series 1421-1750
copyrightBirkhäuser Boston 1995
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1421-1750 tion of digital images as well as the understanding of visual perception. A common formalism for these theories and algorithms is obtained in a variational form. Thank to this formalization, mathematical questions about the soundness of algorithms can be raised and answered. Perception theory has to
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Region and Edge Growinge three above-mentioned kinds of growing methods and we shall, as in the last section, associate with them a variational formulation. This formulation is obtained by identifying for each method an energy for which the growing process appears as a steepest descent algorithm.
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Semicontinuity Properties of the Hausdorff Measure Hausdorff measure is lower semicontinuous, that is, . We show that this last property is true when the sets A. are “uniformly concentrated” (a property which we shall show to be true in Chapter 15 of this book for minimizing sequences of segmentations.
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Small Oscillation Coverings and the Excision Methodsuccessfully and decreases the Mumford-Shah energy..Several applications of this general excision principle will be done in the next two chapters. The “concrete properties” of the minimizers which will be proved therein will in fact be straightforward applications of the excision method.
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Linear and Nonlinear Multiscale Filtering is that “edge detection” is a kind of differentiation; now, the image must be filtered (and smoothed) before differentiation. Thus “edge detection” becomes multiscale, like the filtering, and any edge detection theory is directly deduced from a multiscale filtering theory. We show how variational f
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Region and Edge Growingth small regions and then grows them according to some homogeneity criterion. The general idea of edge growing methods is to create an initial set of (“fine scale”) edges (e.g., by one of the above-mentioned theories) and to connect the edges iteratively, according to some criterion based on proximi
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Variational Theories of Segmentationin Computer Vision. We shall now analyse several classical segmentation methods which have been directly defined by a variational formulation. This will give a final confirmation of the well-foundedness of the energy functionals which are discussed in this book.
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