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Robust Recognition via Information Theoretic Learning - Xiaotong Yuan,Ran He,Liang Wang,Baogang Hu

English
2014-09-09
€67.74 €84.68

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This Springer Brief represents a comprehensive review of information theoretic methods for robust recognition. A variety of information theoretic methods have been proffered in the past decade, in a large variety of computer vision applications; this work brings them together, attempts to impart the theory, optimization and usage of information entropy. The authors resort to a new information theoretic conc ... Full description

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Description

This Springer Brief represents a comprehensive review of information theoretic methods for robust recognition. A variety of information theoretic methods have been proffered in the past decade, in a large variety of computer vision applications; this work brings them together, attempts to impart the theory, optimization and usage of information entropy. The authors resort to a new information theoretic concept, correntropy, as a robust measure and apply it to solve robust face recognition and object recognition problems. For computational efficiency, the brief introduces the additive and multiplicative forms of half-quadratic optimization to efficiently minimize entropy problems and a two-stage sparse presentation framework for large scale recognition problems. It also describes the strengths and deficiencies of different robust measures in solving robust recognition problems.

More Information

Author Xiaotong Yuan, Ran He, Liang Wang, Baogang Hu
Publisher Springer Nature Switzerland
Series SpringerBriefs in Computer Science
Release year 2014
Cover type Softcover
EAN 9783319074153
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€67.74 €84.68