Optimization Techniques in Computer Vision

English, Andrei V. Gribok, Joonki Paik, Mongi A. Abidi, 2018
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The book "Optimization Techniques in Computer Vision" provides a comprehensive introduction to practical optimization techniques used in image processing and computer vision problems. It addresses ill-posed problems and illustrates how these are linked to typical challenges in image processing through examples. A central aspect of the book is unconstrained optimization, which aims to find the best possible solution by numerically minimizing a single scalar objective or cost function. While unconstrained optimization problems have been extensively researched, most practical optimization problems arise under a set of constraints. These constraints may include predefined pixel intensity ranges, smoothness or correlation with neighboring information, as well as statistical or spectral properties of the solution. The book also covers regularized optimization, a specialized method for solving a class of constrained optimization problems that is significant in many application areas such as image restoration and optical flow estimation.

Key specifications

Language
English
Author
Andrei V. GribokJoonki PaikMongi A. Abidi
Number of pages
293
Book cover
Paperback
Year
2018
Item number
56003745

General information

Publisher
Springer
Category
Reference books
Release date
11.3.2025

Book properties

Language
English
Author
Andrei V. GribokJoonki PaikMongi A. Abidi
Year
2018
Number of pages
293
Edition
2016
Book cover
Paperback
Year
2018

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24 Months statutory warranty

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