A New Kind of Image Edge Detection Based on The Theory of The Adaptive Lifting Wavelet and Morphology

被引:3
|
作者
Ren, Honge [1 ]
Xu, Xiyan [2 ]
Zhu, Meng [1 ]
Huo, Dongxu [2 ]
机构
[1] Northeast Forestry Univ, Forestry Intelligent Equipment Engn Res Ctr, Coll Informat & Comp Engn, Harbin, Heilongjiang, Peoples R China
[2] Northeast Forestry Univ, Coll Informat & Comp Engn, Harbin, Heilongjiang, Peoples R China
关键词
Edge Detection; Improve Wavelet; Morphological Algorithm; Wood Cells;
D O I
10.4018/JITR.2018070107
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This article describes how in traditional edge detection it is prone to defects such as fuzzy positioning, and noise influence. This article proposes a type of edge detection algorithm which combines lifting wavelet transform and adaptive mathematical morphology, which makes a lifting wavelet to analyze the wood cell image. Then, the high-frequency part is detected by using the algorithm fusing the wavelet packet and the rapid-combining multi-scale wavelet, which controls noise effectively; while for the low frequency part is detected with modified adaptive mathematical morphology, to locate the exact details. The final result will processes the edge of the image using "algebra" algorithm fusion. The example for a wood cell image which illustrates the algorithm is to detect the cell boundary relatively clearly, and effectively suppress the noise.
引用
收藏
页码:90 / 104
页数:15
相关论文
共 50 条
  • [1] An Image Edge Detection Algorithm Based on Wavelet Transform and Mathematical Morphology
    Shao, Keyong
    Zou, Yun
    FOUNDATIONS OF INTELLIGENT SYSTEMS (ISKE 2013), 2014, 277 : 485 - 495
  • [2] Image Edge Detection Algorithm Based on Wavelet Fractional Differential Theory
    Wang, Zhaoming
    Su, Jianyuan
    Zhang, Pei
    PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016, 2016, : 10407 - 10411
  • [3] Edge Detection for Noise Image by Wavelet Transform and Mathematical Morphology
    Huang, Hai-long
    Wang, Hong
    FRONTIERS OF MANUFACTURING AND DESIGN SCIENCE II, PTS 1-6, 2012, 121-126 : 4441 - 4445
  • [4] Image Edge Detection Based on Wavelet Transform
    张晔
    时萌
    任广辉
    JOURNAL OF HARBIN INSTITUTE OF TECHNOLOGY, 1996, (03) : 33 - 37
  • [5] Research on an Edge Detection Algorithm of Remote Sensing Image Based on Wavelet Enhancement and Morphology
    Xiong, Yu
    Li, Jun
    Zuo, Xiaoqing
    Chen, Zhenting
    JOURNAL OF COMPUTERS, 2014, 9 (05) : 1247 - 1252
  • [6] Lifting Biorthogonal Wavelet Design for Edge Detection
    Devendra, S.
    Prasad, P. M. K.
    2014 INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND APPLICATIONS (ICHPCA), 2014,
  • [7] A WAVELET-BASED IMAGE EDGE DETECTION AND ESTIMATION METHOD WITH ADAPTIVE SCALE SELECTION
    Shi, Shen
    Zhang, Yanning
    Hu, Yuening
    INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2010, 8 (03) : 385 - 405
  • [8] Adaptive Wiener filtering for image restoration using wavelet package based on the edge detection
    Zhang, J
    Ni, GQ
    Liu, MQ
    Cui, XD
    Liu, XP
    ELECTRONIC IMAGING AND MULTIMEDIA TECHNOLOGY IV, 2005, 5637 : 532 - 539
  • [9] Directional lifting wavelet transform for image edge analysis
    Fujinoki, Kensuke
    Ashizawa, Keita
    SIGNAL PROCESSING, 2024, 216
  • [10] An Improved Algorithm for Image Edge Detection Based on Lifting Scheme
    张红英
    吴斌
    彭启琮
    JournalofElectronicScienceandTechnologyofChina, 2005, (02) : 113 - 115