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AuthorChalmond, Bernard. author
TitleModeling and Inverse Problems in Imaging Analysis [electronic resource] / by Bernard Chalmond
ImprintNew York, NY : Springer New York : Imprint: Springer, 2003
Connect tohttp://dx.doi.org/10.1007/978-0-387-21662-1
Descript XXII, 314 p. online resource

SUMMARY

More mathematics have been taking part in the development of digital image processing as a science, and the contributions are reflected in the increasingly important role modeling has played solving complex problems. This book is mostly concerned with energy-based models. Through concrete image analysis problems, the author develops consistent modeling, a know-how generally hidden in the proposed solutions. The book is divided into three main parts. The first two parts describe the theory behind the applications that are presented in the third part. These materials include splines (variational approach, regression spline, spline in high dimension) and random fields (Markovian field, parametric estimation, stochastic and deterministic optimization, continuous Gaussian field). Most of these applications come from industrial projects in which the author was involved in robot vision and radiography: tracking 3-D lines, radiographic image processing, 3-D reconstruction and tomography, matching and deformation learning. Numerous graphical illustrations accompany the text showing the performance of the proposed models. This book will be useful to researchers and graduate students in mathematics, physics, computer science, and engineering


CONTENT

1 Introduction -- 1.1 About Modeling -- 1.2 Structure of the Book -- I Spline Models -- 2 Nonparametric Spline Models -- 3 Parametric Spline Models -- 4 Auto-Associative Models -- II Markov Models -- 5 Fundamental Aspects -- 6 Bayesian Estimation -- 7 Simulation and Optimization -- 8 Parameter Estimation -- III Modeling in Action -- 9 Model-Building -- 10 Degradation in Imaging -- 11 Detection of Filamentary Entities -- 12 Reconstruction and Projections -- 13 Matching -- References -- Author Index


Mathematics Computer graphics Applied mathematics Engineering mathematics Mathematical models Physics Statistics Mathematics Mathematical Modeling and Industrial Mathematics Applications of Mathematics Statistical Theory and Methods Computer Imaging Vision Pattern Recognition and Graphics Theoretical Mathematical and Computational Physics



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