Edge Detection Methods Based on Generalized Type-2 Fuzzy Logic

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 a...

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Bibliographische Detailangaben
Hauptverfasser: Gonzalez, Claudia I, Melin, Patricia, Castro, Juan R, Castillo, Oscar
Format: Buch
Sprache:eng
Schlagworte:
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Zusammenfassung: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.
ISSN:2191-530X
2191-5318
DOI:10.1007/978-3-319-53994-2