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AuthorAubert, Gilles. author
TitleMathematical Problems in Image Processing [electronic resource] : Partial Differential Equations and the Calculus of Variations / by Gilles Aubert, Pierre Kornprobst
ImprintNew York, NY : Springer New York, 2002
Connect tohttp://dx.doi.org/10.1007/b97428
Descript XXV, 288 p. 129 illus. online resource

SUMMARY

Partial differential equations and variational methods were introduced into image processing about 15 years ago, and intensive research has been carried out since then. The main goal of this work is to present the variety of image analysis applications and the precise mathematics involved. It is intended for two audiences. The first is the mathematical community, to show the contribution of mathematics to this domain and to highlight some unresolved theoretical questions. The second is the computer vision community, to present a clear, self-contained, and global overview of the mathematics involved in image processing problems. The book is divided into five main parts. Chapter 1 is a detailed overview. Chapter 2 describes and illustrates most of the mathematical notions found throughout the work. Chapters 3 and 4 examine how PDEs and variational methods can be successfully applied in image restoration and segmentation processes. Chapter 5, which is more applied, describes some challenging computer vision problems, such as sequence analysis or classification. This book will be useful to researchers and graduate students in mathematics and computer vision


CONTENT

Guide to main mathematical concepts and their application -- Notations and symbols -- Mathematical preliminaries -- Image Restoration -- The Segmentation Problem -- Other Challenging Applications


Mathematics Computers Image processing Mathematical analysis Analysis (Mathematics) Applied mathematics Engineering mathematics System theory Calculus of variations Mathematics Analysis Applications of Mathematics Calculus of Variations and Optimal Control; Optimization Systems Theory Control Computing Methodologies Image Processing and Computer Vision



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