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边缘检测算法的对比研究及FPGA的实现
引用本文:刘泽皓,王新宇,王媛媛,郭乃宏,周锋,王如刚. 边缘检测算法的对比研究及FPGA的实现[J]. 计算技术与自动化, 2023, 0(1): 146-152
作者姓名:刘泽皓  王新宇  王媛媛  郭乃宏  周锋  王如刚
作者单位:(1. 盐城工学院信息工程学院, 江苏 盐城 224051;2. 盐城雄鹰精密机械有限公司,江苏 盐城 224006)
基金项目:国家自然科学基金面上项目(61673108);;江苏省高等学校自然科学研究重大项目19KJA110002);;江苏省研究生实践创新计划资助项目(SJCX21_1517);
摘    要:图像的边缘检测用于提取图像特征,在图像分割、图像识别、人脸识别等技术中提供了基础处理。为了提高边缘检测精度和实时性,对图像处理边缘检测的算法进行分析。利用Matlab仿真比较算法的优缺点,得出了Canny算法边缘检测效果较好,通过FPGA开发板进行了Canny算法的边缘检测实验研究。从实验结果可以看出,Canny算法的边缘检测效果更明显,边缘检测的信息更多,在应用中能够更好地发挥作用。

关 键 词:图像处理  边缘检测  图像特征  仿真

Comparative Research on Edge Detection Algorithms and FPGA Implementation
Affiliation:(1.School of Information Technology, Yancheng Institute of Technology, Yancheng, Jiangsu 224051,China;2. Yancheng Xiongying Precision Machinery Company Limited, Yancheng, Jiangsu 224006,China)
Abstract:Image edge detection is used to extract image features, and provides basic processing in image segmentation, image recognition, face recognition and other technologies. In order to improve the accuracy and real-time performance of edge detection, this paper analyzes the algorithm of image processing edge detection, compares the advantages and disadvantages of the algorithm by Matlab simulation, and concludes that the edge detection effect of Canny algorithm is better. The edge detection experiment of Canny algorithm is carried out by FPGA development board. From the experimental results, it can be seen that,the edge detection effect of Canny algorithm is more obvious, and the edge detection information is more, which can play a better role in the application.
Keywords:
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