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基于改进二进制小波变换的图像边缘检测算法 被引量:1

Edge Detection Algorithm for Image Based on Improved Dyadic Wavelet Transform
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摘要 针对传统二进制小波变换在图像边缘检测应用中的不足,提出了基于改进二进制小波变换的图像边缘检测算法.该算法首先按水平、垂直和对角方向对图像进行改进的多尺度二进制小波变换,提取三个方向的小波系数.然后采用相邻尺度小波系数相乘的方法去除图像的噪声,再对去噪后的小波系数乘积极大值点进行检测.最后将这3个方向上的极大点进行融合,形成图像的边缘. In view of the shortage of traditional dyadic wavelet transform on the application of edge detection for image, the edge detection algorithm is presented based on improved dyadic wavelet transform for image in the paper. The processes of the algorithm are as follows: firstly improved multiscale dyadic wavelet transform is utilized with horizontal, vertical and diagonal directions respectively to obtain wavelet coefficients of the three orientations. Secondly the method of coefficients multiplication of wavelets in adjacent scales is applied to remove noise and to take out the maxima of the wavelet coefficients product after de-noising. Lastly merge the maximum points of the three directions to conform the image edges.
出处 《辽宁师范大学学报(自然科学版)》 CAS 北大核心 2006年第2期181-185,共5页 Journal of Liaoning Normal University:Natural Science Edition
基金 辽宁省教育厅基金资助项目(202130889)
关键词 二进制小波变换 边缘检测 小波系数相乘 dyadic wavelet transform edge detection wavelet coefficients multiplication
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参考文献6

  • 1MARR D,HILDRETH E C.Theory of edge detection[J].Proc Roy Soc London:B,1980,207:187-217.
  • 2MALLAT S,ZHANG S.Characterization of signals from multiscale edges[J].IEEE Trans PAMI,1992,14:710-732.
  • 3郭显久.一种新的基于小波变换的边缘检测算法[J].大连水产学院学报,2005,20(2):158-162. 被引量:8
  • 4王俊卿,黄莎白,史泽林,于海斌.基于小波变换的图像边缘检测[J].系统工程与电子技术,2004,26(7):887-888. 被引量:18
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二级参考文献11

  • 1杨福生.小波变换的工程分析与应用[M].北京:科学出版社,2001..
  • 2章玉晋.图像处理和分析[M].北京: 清华大学出版社,1999.180-215.
  • 3Mallat Stephane, Zhong Sifen. Characterization of Signals from Multiscale Edges[J]. IEEE Trans. on Pattern Analysis and Machine Intelligence, 1992, 14(7): 710-733.
  • 4Mallat Stephane. Zero-Crossing of a Wavelet Transform[J]. IEEE Trans. on Information Theory, 1991, 37(4): 1019-1033.
  • 5Mallat Stephane, Wen Liang Hwang. Singularity Detection and Processing with Wavelets[J]. IEEE Trans. on Information Theory, 1992, 38(2): 617-643.
  • 6MARR D, HILDRETH E C. Theory of edge detection[J]. Proc Roy Soc London, B, 1980,207 : 187 - 217.
  • 7MALLAT S, ZHANG S. Characterization of signals from multiscale edges[J]. IEEE Trans PAMI,1992,14:710 -732.
  • 8MALLAT S, HWANG W. Singularity detection and processing with wavelets[J]. IEEE Trans. Information Theory, 1992,32:617 -643.
  • 9ZHANG L, BAO P. Edge detection by scale multiplication in wavelet domain[J]. Pattern Recognition Letters, 2002, 23:1771 -1784.
  • 10MALLAT S. A wavelet tour of signal processing[ M]. New York:Academic Press, 1999.

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