Edge Detection Methods Based on Generalized Type-2 Fuzzy Logic

Nonfiction, Computers, Advanced Computing, Engineering, Computer Vision, Artificial Intelligence, General Computing
Cover of the book Edge Detection Methods Based on Generalized Type-2 Fuzzy Logic by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo ISBN: 9783319539942
Publisher: Springer International Publishing Publication: March 5, 2017
Imprint: Springer Language: English
Author: Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
ISBN: 9783319539942
Publisher: Springer International Publishing
Publication: March 5, 2017
Imprint: Springer
Language: English

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.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

More books from Springer International Publishing

Cover of the book The Governance of Private Security by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book Reversible and Quantum Circuits by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book Online Political Communication by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book Dynamic Behavior of Materials, Volume 1 by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book Linguistic Diasporas, Narrative and Performance by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book Data Wrangling with R by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book The Dynamics of Transculturality by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book Best Matching Theory & Applications by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book Research-Based Learning: Case Studies from Maastricht University by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book An Ecological Theory of Free Expression by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book Basics of Functional Analysis with Bicomplex Scalars, and Bicomplex Schur Analysis by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book Berichte zu Pflanzenschutzmitteln by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book Spear Operators Between Banach Spaces by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book After–sales Service of Engineering Industrial Assets by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
Cover of the book Microelectronics by Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy