Two-dimensional histogram equalization and contrast enhancement

被引:168
|
作者
Celik, Turgay [1 ,2 ]
机构
[1] ASTAR, Bioinformat Inst, Singapore 138671, Singapore
[2] Meliksah Univ, TR-38280 Talas Kayseri, Turkey
关键词
Contrast enhancement; Histogram equalization; Image quality enhancement; COLOR IMAGES;
D O I
10.1016/j.patcog.2012.03.019
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a two-dimensional histogram equalization (2DHE) algorithm which utilizes contextual information around each pixel to enhance the contrast of an input image. The algorithm is based on the observation that the contrast in an image can be improved by increasing the grey-level differences between each pixel and its neighbouring pixels. The image equalization is achieved by assuming that for a given image, the modulus of the grey-level differences between pixels and their neighbouring pixels are equally distributed. The well-known global histogram equalization algorithm is a special case of 2DHE when contextual information is not utilized. 2DHE is easy to implement requiring only a small number of simple arithmetic operations and is thus suitable for real-time contrast enhancement applications. Experimental results show that 2DHE produces better or comparable enhanced images than several state-of-the-art algorithms. The only parameter in 2DHE which requires tuning is the size of the spatial neighbourhood support which provides the contextual information for a given dynamic range of the enhanced image. An automated parameter selection algorithm is also presented. The algorithm can be applied to a wide range of image types. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:3810 / 3824
页数:15
相关论文
共 50 条
  • [1] Two-dimensional histogram-based reversible contrast enhancement using bi-histogram equalization
    Bian, Zixuan
    Yao, Heng
    Le, Yanfen
    Qin, Chuan
    [J]. DISPLAYS, 2024, 81
  • [2] A strategic approach towards contrast enhancement by two-dimensional histogram equalization based on total variational decomposition
    Vijayalakshmi, D.
    Nath, Malaya Kumar
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (13) : 19247 - 19274
  • [3] A strategic approach towards contrast enhancement by two-dimensional histogram equalization based on total variational decomposition
    D. Vijayalakshmi
    Malaya Kumar Nath
    [J]. Multimedia Tools and Applications, 2023, 82 : 19247 - 19274
  • [4] Bilateral Histogram Equalization for Contrast Enhancement
    Amil, Feroz Mahmud
    Rahman, Shanto
    Rahman, Md. Mostafijur
    Dey, Emon Kumar
    [J]. INTERNATIONAL JOURNAL OF SOFTWARE INNOVATION, 2016, 4 (04) : 15 - 34
  • [5] 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 - +
  • [6] Quadrants Dynamic Histogram Equalization for Contrast Enhancement
    Ooi, Chen Hee
    Isa, Nor Ashidi Mat
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2010, 56 (04) : 2552 - 2559
  • [7] Feature histogram equalization for feature contrast enhancement
    Wang, Chen
    Ma, Kai-Kuang
    [J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2015, 26 : 255 - 264
  • [8] Contrast enhancement by modified octagon histogram equalization
    Santhi, K.
    Banu, R. S. D. Wahida
    [J]. SIGNAL IMAGE AND VIDEO PROCESSING, 2015, 9 : 73 - 87
  • [9] Contrast Enhancement using a Weighted Histogram Equalization
    Yun, Se-Hwan
    Kim, Jin Heon
    Kim, Suki
    [J]. IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE 2011), 2011, : 203 - +
  • [10] A dynamic histogram equalization for image contrast enhancement
    Abdullah-Al-Wadud, M.
    Kabir, Md. Hasanul
    Dewan, M. Ali Akber
    Chae, Oksam
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2007, 53 (02) : 593 - 600