A NOVEL APPROACH FOR EDGE DETECTION OF LOW CONTRAST SATELLITE IMAGES

被引：11
|
作者：
Singh, K. K. [1 ]
Bajpai, M. K. [1 ]
Pandey, R. K. [2 ]
机构：
[1] Indian Inst Informat Technol Design & Mfg Jabalpu, Comp Sci & Engn, Jabalpur 482005, MP, India
[2] Banaras Hindu Univ, Indian Inst Technol, Dept Math Sci, Varanasi 221005, UP, India
来源：
PIA15+HRIGI15 - JOINT ISPRS CONFERENCE, VOL. I | 2015年 / 40-3卷 / W2期
关键词：
Sobel Edge Detector; Fractional Order Differentiator; Chebyshev Polynomial based Approximation; Satellite Images;
D O I：
10.5194/isprsarchives-XL-3-W2-211-2015
中图分类号：
P9 [自然地理学];
学科分类号：
0705 ; 070501 ;
摘要：
Discrimination between texture edges and geometrical edges is very difficult in low contrast images. Satellite images are low contrast images. It is important to extract the edges that are not clearly visible in case of Satellite images. The present work encompasses a new edge detection algorithm using newly constructed differentiator. Chebyshev polynomial based fractional order differentiator has been used for filtering operation on an image. High pass and Low pass filters are designed with the concept of Quadrature Mirror Filter (QMF). Pre-processing has been performed by using this filter. Sobel edge detection method has been applied on this pre-processed image. The algorithm has been tested with two different satellite images.
引用
收藏
页码：211 / 217
页数：7
相关论文
共 50 条
  • [1] A Novel Approach for Edge Detection of Images
    Ganguly, Debashis
    Mukherjee, Swarnendu
    Mitra, Kheyali
    Mukherjee, Partha
    2009 INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING, PROCEEDINGS, 2009, : 49 - 53
  • [2] A Novel Method for Boundary Detection in Low Contrast Images
    Mishra, Saurabh Tarun
    Ali, Israj
    2014 INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND SIGNAL PROCESSING (ICCSP), 2014,
  • [3] IMPROVED EDGE DETECTION FOR SATELLITE IMAGES
    Mapurisa, Willard
    Sithole, George
    XXIV ISPRS CONGRESS IMAGING TODAY, FORESEEING TOMORROW, COMMISSION II, 2022, 5-2 : 185 - 192
  • [4] Brain's tumor edge detection on low contrast medical images
    Hamad, Yousif A.
    Simonov, Konstantin
    Naeem, Mohammad B.
    2018 1ST ANNUAL INTERNATIONAL CONFERENCE ON INFORMATION AND SCIENCES (AICIS 2018), 2018, : 45 - 50
  • [5] A Novel Approach for Enhancement of Geometric and Contrast Resolution Properties of Low Contrast Images
    Singh, Koushlendra Kumar
    Bajpai, Manish Kumar
    Pandey, Rajesh Kumar
    IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2018, 5 (02) : 628 - 638
  • [6] A Novel Approach for Enhancement of Geometric and Contrast Resolution Properties of Low Contrast Images
    Koushlendra Kumar Singh
    Manish Kumar Bajpai
    Rajesh Kumar Pandey
    IEEE/CAA Journal of Automatica Sinica, 2018, 5 (02) : 628 - 638
  • [7] A Framework for Automatic Building Detection from Low-Contrast Satellite Images
    Aamir, Muhammad
    Pu, Yi-Fei
    Rahman, Ziaur
    Tahir, Muhammad
    Naeem, Hamad
    Dai, Qiang
    SYMMETRY-BASEL, 2019, 11 (01):
  • [8] A Novel Approach for Blood Vessel Edge Detection in Retinal Images
    Zhang, Yu Guang
    Guo, Xin Yong
    Hu, Lei
    Dang, Qin He
    Chen, Di
    Cui, Dong
    Jiao, Qing
    PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS, VOLS 1-4, 2009, : 50 - 53
  • [9] A novel approach to the detection of small objects with low contrast
    Hsieh, FY
    Han, CC
    Wu, NS
    Chuang, TC
    Fan, KC
    SIGNAL PROCESSING, 2006, 86 (01) : 71 - 83
  • [10] Enhanced Edge Detection Technique for Satellite Images
    Gupta, Renu
    CLOUD COMPUTING AND SECURITY, ICCCS 2016, PT I, 2016, 10039 : 273 - 283
12345