Edge Detection Methods Based on Generalized Type-2 Fuzzy Logic Paperback / softback
by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Part of the SpringerBriefs in Applied Sciences and Technology series
Paperback / softback
Description
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.
Information
-
Available to Order - This title is available to order, with delivery expected within 2 weeks
- Format:Paperback / softback
- Pages:89 pages, 21 Illustrations, color; 13 Illustrations, black and white; X, 89 p. 34 illus., 21 illus.
- Publisher:Springer International Publishing AG
- Publication Date:14/03/2017
- Category:
- ISBN:9783319539935
Information
-
Available to Order - This title is available to order, with delivery expected within 2 weeks
- Format:Paperback / softback
- Pages:89 pages, 21 Illustrations, color; 13 Illustrations, black and white; X, 89 p. 34 illus., 21 illus.
- Publisher:Springer International Publishing AG
- Publication Date:14/03/2017
- Category:
- ISBN:9783319539935
