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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Technik Allg. & Lexika Edge Detection Methods Based on Generalized Type-2 Fuzzy Logic
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Edge Detection Methods Based on Generalized Type-2 Fuzzy Logic
Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo (Taschenbuch, Englisch)
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Beschreibung
In this book four new methods are proposed. In the first method the generalized type-2 fuzzy logic is combined with the morphological gra-dient technique. The second method combines the general type-2 fuzzy systems (GT2 FSs) and the Sobel operator; in the third approach the me-thodology based on Sobel operator and GT2 FSs is improved to be applied on color images. In the fourth approach, we… proposed a novel edge detec-tion method where, a digital image is converted a generalized type-2 fuzzy image. In this book it is also included a comparative study of type-1, inter-val type-2 and generalized type-2 fuzzy systems as tools to enhance edge detection in digital images when used in conjunction with the morphologi-cal gradient and the Sobel operator. The proposed generalized type-2 fuzzy edge detection methods were tested with benchmark images and synthetic images, in a grayscale and color format.
Another contribution in this book is that the generalized type-2 fuzzy edge detector method is applied in the preprocessing phase of a face rec-ognition system; where the recognition system is based on a monolithic neural network. The aim of this part of the book is to show the advantage of using a generalized type-2 fuzzy edge detector in pattern recognition applications.
The main goal of using generalized type-2 fuzzy logic in edge detec-tion applications is to provide them with the ability to handle uncertainty in processing real world images; otherwise, to demonstrate that a GT2 FS has a better performance than the edge detection methods based on type-1 and type-2 fuzzy logic systems. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
14.03.2017
Sprache
Englisch
EAN
9783319539935
Herausgeber
Springer International Publishing
Serien- oder Bandtitel
SpringerBriefs in Computational Intelligence
Sonderedition
Nein
Autor
Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Seitenanzahl
89
Auflage
1
Einbandart
Taschenbuch
Schlagwörter
Computational Intelligence, Pattern Recognition, Edge Detection Methods, Face Recognition, Digital Image Processing, Sobel Edge Detection
Thema-Inhalt
UYQ - Künstliche Intelligenz
UYQP - Mustererkennung
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer Nature Customer Service Center GmbH, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com
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