Efficient edge detection in digital images using a cellular neural network optimized by differential evolution algorithm

被引：58

作者：

Bastuerk, Alper ^{[1
]}

Guenay, Enis ^{[2
]}

机构：

[1] Erciyes Univ, Dept Comp Engn, TR-38039 Kayseri, Turkey

[2] Erciyes Univ, Dept Elect & Elect Engn, TR-38039 Kayseri, Turkey

来源：

EXPERT SYSTEMS WITH APPLICATIONS | 2009年 / 36卷 / 02期

关键词：

Cellular neural networks; Cloning template; Differential evolution algorithm; Edge detection; TEMPLATE; NOISY;

D O I：

10.1016/j.eswa.2008.01.082

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

A cellular neural network (CNN) based edge detector optimized by differential evolution (DE) algorithm is presented. Cloning template of the proposed CNN is adaptively tuned by using simple training images. The performance of the proposed edge detector is evaluated on different test images and compared with popular edge detectors from the literature. Simulation results indicate that the proposed CNN operator outperforms competing edge detectors and offers Superior performance in edge detection in digital images. (C) 2008 Elsevier Ltd. All rights reserved.

引用

页码：2645 / 2650

页数：6

共 39 条

[1] Ali M, 2001, INT GEOSCI REMOTE SE, P2298, DOI 10.1109/IGARSS.2001.977981
[2] [Anonymous], 1998, Computer Vision and Image Processing: A practical approach using CVIP tools
[3] BOVIK AC, 1998, HDB IMAGE VIDEO PROC
[4] A COMPUTATIONAL APPROACH TO EDGE-DETECTION
CANNY, J
[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1986, 8 (06) : 679 - 698
[5] Parameter identification of Rossler's chaotic system by an evolutionary algorithm
Chang, Wei-Der
[J]. CHAOS SOLITONS & FRACTALS, 2006, 29 (05) : 1047 - 1053
[6] Chua L.O., 1998, World Scientific Series on Nonlinear Science, Series A, V31
[7] CELLULAR NEURAL NETWORKS - APPLICATIONS
CHUA, LO
YANG, L
[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1988, 35 (10): : 1273 - 1290
[8] THE CNN PARADIGM
CHUA, LO
ROSKA, T
[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 1993, 40 (03) : 147 - 156
[9] CHUA LO, 1993, CNN PARADIGM CELLULA
[10] METHODS FOR IMAGE-PROCESSING AND PATTERN-FORMATION IN CELLULAR NEURAL NETWORKS - A TUTORIAL
CROUNSE, KR
CHUA, LO
[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 1995, 42 (10): : 583 - 601

← 1 2 3 4 →