Optimization Techniques in Computer Vision

Language: English

Published by Springer, Palgrave Macmillan Dez 2016, 2016

3319463632 / 9783319463636

Series: Book 58 of 86 - Advances in Computer Vision and Pattern Recognition

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This item is printed on demand - Print on Demand Titel. Neuware -This book presents practical optimization techniques used in image processing and computer vision problems. Ill-posed problems are introduced and used as examples to show how each type of problem is related to typical image processing and computer vision problems. Unconstrained optimization gives the best solution based on numerical minimization of a single, scalar-valued objective function or cost function. Unconstrained optimization problems have been intensively studied, and many algorithms and tools have been developed to solve them. Most practical optimization problems, however, arise with a set of constraints. Typical examples of constraints include: (i) pre-specified pixel intensity range, (ii) smoothness or correlation with neighboring information, (iii) existence on a certain contour of lines or curves, and (iv) given statistical or spectral characteristics of the solution. Regularized optimization is a special method used to solve a class of constrained optimization problems.The term regularization refers to the transformation of an objective function with constraints into a different objective function, automatically reflecting constraints in the unconstrained minimization process. Because of its simplicity and efficiency, regularized optimization has many application areas, such as image restoration, image reconstruction, optical flow estimation, etc.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 312 pp. Englisch.…

Seller Inventory # 9783319463636

Title
Optimization Techniques in Computer Vision
Author
Mongi A. Abidi
Publisher
Springer, Palgrave Macmillan Dez 2016
Publication year
2016
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3319463632
ISBN 13
9783319463636
Item weight
635 grams
Dimensions
241x160x23 mm
Series
Book 58 of 86: Advances in Computer Vision and Pattern Recognition

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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