Robust Recognition via Information Theoretic Learning
(Sprache: Englisch)
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...
Voraussichtlich lieferbar in 3 Tag(en)
versandkostenfrei
Buch (Kartoniert)
53.49 €
26 DeutschlandCard Punkte
sammeln
- Lastschrift, Kreditkarte, Paypal, Rechnung
- Kostenlose Rücksendung
- Ratenzahlung möglich
Produktdetails
Produktinformationen zu „Robust Recognition via Information Theoretic Learning “
Klappentext zu „Robust Recognition via Information Theoretic Learning “
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.
Inhaltsverzeichnis zu „Robust Recognition via Information Theoretic Learning “
Introduction.- M-estimators and Half-quadratic Minimization.- Information Measures.- Correntropy and Linear Representation.- 1 Regularized Correntropy.- Correntropy with Nonnegative Constraint.
Bibliographische Angaben
- Autoren: Ran He , Baogang Hu , Xiaotong Yuan , Liang Wang
- 2014, 2014, XI, 110 Seiten, 25 farbige Abbildungen, Maße: 15,5 x 23,5 cm, Kartoniert (TB), Englisch
- Verlag: Springer, Berlin
- ISBN-10: 3319074156
- ISBN-13: 9783319074153
- Erscheinungsdatum: 09.09.2014
Sprache:
Englisch
Kommentar zu "Robust Recognition via Information Theoretic Learning"
0 Gebrauchte Artikel zu „Robust Recognition via Information Theoretic Learning“
| Zustand | Preis | Porto | Zahlung | Verkäufer | Rating |
|---|
Schreiben Sie einen Kommentar zu "Robust Recognition via Information Theoretic Learning".
Kommentar verfassen