Edge Detection Based on Genetic Algorithm and Sobel Operator in Image

被引:1
|
作者
Tong Xin [1 ]
Ren Aifeng [1 ]
Zhang Haifeng [1 ]
Ruan Hang [1 ]
Luo Ming [1 ]
机构
[1] Xidian Univ, Sch Elect Engn, Xian, Peoples R China
来源
INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2011) | 2011年 / 8285卷
关键词
genetic algorithm; sobel operator; DSP Builder; SOPC Builder; edge detection;
D O I
10.1117/12.913510
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Genetic algorithm (GA) is widely used as the optimization problems using techniques inspired by natural evolution. In this paper we present a new edge detection technique based on GA and sobel operator. The sobel edge detection built in DSP Builder is first used to determine the boundaries of objects within an image. Then the genetic algorithm using SOPC Builder proposes a new threshold algorithm for the image processing. Finally, the performance of the new edge detection technique-based the best threshold approaches in DSP Builder and Quartus II software is compared both qualitatively and quantitatively with the single sobel operator. The new edge detection technique is shown to perform very well in terms of robustness to noise, edge search capability and quality of the final edge image.
引用
收藏
页数:6
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