Fuzzy Logic Based Digital Image Edge Detection

Dr.Aborisade, D.O

Fuzzy Logic Based Digital Image Edge Detection

Dr.Aborisade, D.O * §

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Ladoke Akintola University of Tech.

Fuzzy Logic Based Digital Image Edge Detection

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Abstract

In this paper fuzzy based edge detection algorithm is developed. In the proposed algorithm, edginess at each pixel of a digital image is calculated using three (3) 3 3 linear spatial filters i.e. low-pass, high-pass and edge enhancement (Sobel) filters through spatial convolution process. Edge strength values derived from the three masks form three set of edges, utilized as fuzzy system inputs. Based on the Gaussian membership functions and fuzzy rules the fuzzy system decide whether a pixel in focus belong to an edge or non-edge. The final pixel classification of a given image is produced by generating output pixel value using Mamdani defuzzifier method. The robustness of the proposed method results for different captured images are compared to those obtained with Sobel and Prewitt operators. Experimental results show the ability and high performance of proposed algorithm.

References

20 Cites in Article

Reference Format

John Canny (1986). A Computational Approach to Edge Detection.
F Laligant,J Truchete,Miteran (1994). Ed ge detection by multiscale merging.
M Sun,R Sclabassi (1995). Symmetric wavelet edge detector of the minimum length.
T Law,H Itoh,H Seki (1996). Image filtering, edge detection, and edge tracing using fuzzy reasoning.
James Bezdek,Ramachandran Chandrasekhar,Yianni Attikiouzel (1996). <title>New fuzzy model for edge detection</title>.
R Wang,L Gao,S Yang,Y Liu (2005). An Edge detection method by combining fuzzy logic and neural networks.
D Demigny,F Lorca,L Kessal (1995). Evaluation of edge detectors performances with a discrete expression of Canny's criteria.
V Ramesh,R Haralick (1994). An integrated gradient edge detector. Theory and performance evaluation.
L Zadeh (1965). Fuzzy sets.
A Kaufmann (1975). Introduction to the Theory of Fuzzy Subsets Fundamentals Theoretical Elements.
L Bezdek (1981). Pattern Recognition with Fuzzy Objective Function Algorithms.
K Cheung,W Chan (1995). Fuzzy One Mean Algorithm for Edge Detection.
Y Kuo,C Lee,C Liu (1997). A New Fuzzy Edge Detection Method for image Enhancement.
S El-Khamy,N El-Yamany,M Lotfy (2000). A Modified Fuzzy Sobel Edge Detector.
M Zhao,A Fu,H Yan (2001). A technique of three-level thresholding based on probability partition and fuzzy 3-partition.
C-W Tao,W Thompson,J Taur (1993). A fuzzy if-then approach to edge detection.
W Li (1997). Recognizing white line markings for vision-guided vehicle navigation by fuzzy reasoning.
M Mahani,M Moqadam,H,A Bahrololoom (2008). Dynamic Edge Detector Using Fuzzy Logic.
L Liang,C Looney (2003). Competitive Fuzzy Edge Detection.
G Mansoori,H Eghbali (2006). Heuristic edge detection using fuzzy rule-based classifier.

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Funding

No external funding was declared for this work.

Conflict of Interest

The authors declare no conflict of interest.

Ethical Approval

No ethics committee approval was required for this article type.

Data Availability

Not applicable for this article.

How to Cite This Article

Dr.Aborisade, D.O. 1970. "Fuzzy Logic Based Digital Image Edge Detection". Global Journal of Computer Science and Technology GJCST Volume 10 (GJCST Volume 10 Issue 14).

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GJCST Volume 10 Issue 14

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Journal Specifications

Crossref Journal DOI 10.17406/gjcst

Print ISSN 0975-4350

e-ISSN 0975-4172

Keywords

Not Found

Submission ReceivedFebruary 3, 2010
Peer Review Double Blind
Handling Editor
Accepted March 2, 2010
Published March 15, 2010

Version of record

v1.2

Issue date

October 14, 2010

Language

English

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Article Matrices

Total Score: 147

Country: Nigeria

Subject: Global Journal of Computer Science and Technology

Authors: Dr.Aborisade, D.O (PhD/Dr. count: 1)

View Count (all-time): 115

Total Views (Real + Logic): 4625

Total Downloads (simulated): 354

Publish Date: 2010 03, Mon

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Total Views: 4.6K

Total Downloads: 354

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