Edge Detection Methods Based on Generalized Type-2 Fuzzy Logic - Claudia I. Gonzalez,Patricia Melin,Juan R. Castro,Oscar Castillo
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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 ... Full description
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Description
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 Information
| Author | Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo |
|---|---|
| Publisher | Springer International Publishing |
| Release year | 2017 |
| Cover type | Softcover |
| EAN | 9783319539935 |