Optimization Techniques in Computer Vision
Language: English
Published by Springer, Palgrave Macmillan Jul 2018, 2018
Series: Book 58 of 86 - Advances in Computer Vision and Pattern Recognition
- Softcover
- New
Seller: buchversandmimpf2000, Emtmannsberg, BAYE, Germanybuchversandmimpf2000
AbeBooks seller since January 23, 2017
Condition: New
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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 # 9783319835013
- Title
- Optimization Techniques in Computer Vision
- Author
- Mongi A. Abidi
- Publisher
- Springer, Palgrave Macmillan Jul 2018
- Publication year
- 2018
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 3319835017
- ISBN 13
- 9783319835013
- Item weight
- 476 grams
- Dimensions
- 235x155x17 mm
- Series
- Book 58 of 86: Advances in Computer Vision and Pattern Recognition
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buchversandmimpf2000
Emtmannsberg, BAYE, Germany
AbeBooks seller since January 23, 2017
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