Histogram Equalization and Image Feature Matching

被引:0
|
作者
Tu, Liangping [1 ,2 ]
Dong, Changqing [2 ,3 ]
机构
[1] Univ Sci & Technol Liaoning, Sch Sci, Qianshan Rd 185, Anshan City, Liaoning Provin, Peoples R China
[2] Univ Sci & Technol Liaoning, Anshan City, Liaoning Provin, Peoples R China
[3] Univ Sci & Technol Liaoning, Grad Sch, Anshan City, Liaoning Provin, Peoples R China
关键词
histogram equalization; feature points; SIFT; the image preprocessing; ASIFT; INVARIANT; STEREO;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The algorithms of image feature matching have good stability with scale, illumination change and rotation. They can be improved continuously in practical application. In the acquisition process of the image, the different conditions make the appearance of the same area seem different in different images. These conditions include the position, posture and performance of the camera and so on. However, the correspondence area of the image may have the projective distortion. The accuracy of image feature point's extraction and matching will be affected severely. In order to improve image quality, the original image will be processed to facilitate the application of the following steps. In this paper, the histogram equalization method is adopted to preprocess the original image to enhance the useful information. Then the preprocessed image is used respectively to the SIFT algorithm and the ASIFT algorithm to achieve the extraction and matching of the image feature points. The purpose of image preprocessing is to increase the matching number of image feature point, and improve the matching rate of image feature. The experimental results show that the image processed by the histogram equalization can improve obviously the matching number of the image feature point.
引用
收藏
页码:443 / 447
页数:5
相关论文
共 50 条
  • [1] Image matching approach based on the invariant feature of image histogram
    Feng, Gui
    Lu, Jiang
    Lin, Zong-Jian
    [J]. Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design & Computer Graphics, 2000, 12 (02): : 146 - 148
  • [2] Feature histogram equalization for feature contrast enhancement
    Wang, Chen
    Ma, Kai-Kuang
    [J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2015, 26 : 255 - 264
  • [3] Underwater Image Enhancement Algorithm Based on Logarithmic Transform Histogram Matching With Spatial Equalization
    Voronin, Viacheslav
    Semenishchev, Evgenii
    Tokareva, Svetlana
    Zelenskiy, Alexander
    Agaian, Sos
    [J]. PROCEEDINGS OF 2018 14TH IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP), 2018, : 434 - 438
  • [4] Underwater Image Enhancement Algorithm Based on Logarithmic Transform Histogram Matching With Spatial Equalization
    Voronin, Viacheslav
    Semenishchev, Evgenii
    Agaian, Sos
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE (ICPRAI 2018), 2018, : 672 - 676
  • [5] Histogram double equalization in infrared image
    Chen, Q
    Bai, LF
    Zhang, BM
    [J]. JOURNAL OF INFRARED AND MILLIMETER WAVES, 2003, 22 (06) : 428 - 430
  • [6] Morphological Feature Extraction with Local Histogram Equalization
    Catalbas, Mehmet Cem
    Issever, Didem
    Gulten, Arif
    [J]. 2015 23RD SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2015, : 435 - 438
  • [7] Well-Distributed Feature Extraction for Image Registration Using Histogram Matching
    Mahmood, Muhammad Tariq
    Lee, Ik Hyun
    [J]. APPLIED SCIENCES-BASEL, 2019, 9 (17):
  • [8] Logarithmic transform coefficient histogram matching with spatial equalization
    Silver, B
    Agaian, S
    Panetta, K
    [J]. Visual Information Processing XIV, 2005, 5817 : 237 - 249
  • [9] A Dynamic Histogram Equalization for image contrast enhancement
    Abdullah-Al-Wadud, M.
    Kabir, Md. Hasanul
    Dewan, M. Ali Akber
    Chae, Oksam
    [J]. ICCE: 2007 DIGEST OF TECHNICAL PAPERS INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS, 2007, : 435 - +
  • [10] A Spatially Controlled Histogram Equalization for Image Enhancement
    Abdullah-Al-Wadud, M.
    Kabir, Md. Hasanul
    Chae, Oksam
    [J]. 23RD INTERNATIONAL SYMPOSIUM ON COMPUTER AND INFORMATION SCIENCES, 2008, : 526 - 531