A Hybrid Approach for Color based Image Edge Detection

被引:0
|
作者
Chinu [1 ]
Chhabra, Amit [1 ]
机构
[1] Guru Nanak Dev Univ, Dept Comp Sci & Engn, Amritsar, Punjab, India
关键词
Edge detection; Parallelization; PCA; Canny edge detector; Bilateral filter; MATLAB;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Edge detection is an elementary step used in various image processing applications. The main problems in existing edge detection algorithms are poor edge localization, less noise removal capacity, unable to detect edges in complex background images and inability to properly detect the color edges in images. In this paper a sequential hybrid approach is proposed to overcome all the limitations of existing edge detection algorithms. The operations performed by image edge detection algorithm can be computationally expensive and takes lots of execution time for processing the data. This research work also improves hybrid color based image edge detection technique by using the data parallelism approach. The comparison among sequential and parallel edge detection will be drawn based upon different parallel metrics. The experimental results have shown that parallel strategy achieves a performance gain of 68% as compared to sequential approach.
引用
收藏
页码:2443 / 2448
页数:6
相关论文
共 50 条
  • [1] An Approach of Color Image Edge Detection Based on Triangle similarity
    Han Junjun
    Zhao Jingxiu
    Wang Mian
    [J]. 2008 ISECS INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT, VOL 1, PROCEEDINGS, 2008, : 129 - 132
  • [2] The Research on Edge Detection Algorithm Based on Hybrid Intelligence for Color Image
    Li, Weiping
    Li, Chunyu
    [J]. INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2012), 2013, 8768
  • [3] Hybrid Edge Detection-Based Image Steganography Technique for Color Images
    Singla, Deepali
    Juneja, Mamta
    [J]. INTELLIGENT COMPUTING, COMMUNICATION AND DEVICES, 2015, 309 : 277 - 280
  • [4] A fully automatic approach of color image edge detection
    Liu, Yangxing
    Ikenag, Takeshi
    Goto, Satoshi
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 1609 - +
  • [5] A Color Image Edge Detection Algorithm Based on Color Difference
    Zhuo L.
    Hu X.
    Jiang L.
    Zhang J.
    [J]. Sensing and Imaging, 2016, 17 (1):
  • [6] Color Image Edge Detection Based on Cube Similarity
    Wang, Na
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMMUNICATION TECHNOLOGY CICT 2015, 2015, : 103 - 106
  • [7] Color Image Edge Detection by Parallel Coordinates-Based Color Distance
    Vertan, Constantin
    Ionescu, Bogdan
    Ciuc, Mihai
    [J]. PROCEEDINGS OF THE 2010 8TH INTERNATIONAL CONFERENCE ON COMMUNICATIONS (COMM), 2010, : 141 - 144
  • [8] Edge color difference detection of color image based on artificial intelligence technology
    Li, Hao
    [J]. JOURNAL OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING, 2021, 21 (03) : 787 - 802
  • [9] Color image edge detection based on nonparametric density estimation
    Economou, G
    Fotinos, A
    Makrogiannis, S
    Fotopoulos, A
    [J]. 2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL I, PROCEEDINGS, 2001, : 922 - 925
  • [10] A new approach for color image edge detection using improved PCNN
    Zhou Liang
    Zheng Jianguo
    [J]. NEW ADVANCES IN SIMULATION, MODELLING AND OPTIMIZATION (SMO '07), 2007, : 6 - +