Adaptive Enhancement for Low-Contrast Color Images via Histogram Modification and Saturation Adjustment

被引:0
|
作者
Wang, Yanfang [1 ]
Huang, Qian [1 ]
Hu, Jing [2 ]
机构
[1] Hohai Univ, Coll Comp & Informat, Nanjing 211100, Jiangsu, Peoples R China
[2] Chengdu Univ Informat Technol, Dept Comp Sci, Chengdu 610225, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
low-contrast color image; histogram modification; saturation enhancement; contrast adjustment;
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
Images taken under dim or bright illumination are prone to suffer from degenerated details because of contrast compression. In order to improve the visual quality of low-contrast color images, both global and local contrast should be manipulated accordingly. For global contrast enhancement, a traditional and effective method is histogram equalization (HE). However, HE-based algorithms are prone to be badly affected by the spikes in histogram. Besides, applying HE algorithms to color images is complicated to gain vivid colors, and color distortion often occurs when color channels are processed independently. In this paper, a histogram modification method assisted by saturation and local contrast adjustment is proposed to enhance low-contrast color images. First, in order to improve global contrast, RGB histograms are redistributed according to the relative strength of RGB channels. Then, color saturation and local contrast are promoted based on the relative strength between neighboring pixels and the color-opponent mechanism. Compared with several recently published algorithms, experimental results confirm that the proposed approach produces vivid details and has the merits of protecting image naturalness and consistent regions.
引用
收藏
页码:405 / 409
页数:5
相关论文
共 50 条
  • [1] Contrast Enhancement of Low-Contrast Medical Images Using Modified Contrast Limited Adaptive Histogram Equalization
    Khan, Sajid Ali
    Hussain, Shariq
    Yang, Shunkun
    [J]. JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2020, 10 (08) : 1795 - 1803
  • [2] An Adaptive Image Contrast Enhancement Technique for Low-Contrast Images
    Mahmood, Awais
    Khan, Sand Ali
    Hussain, Shariq
    Almaghayreh, Eslam Mohammad
    [J]. IEEE ACCESS, 2019, 7 : 161584 - 161593
  • [3] Adaptive Enhancement of Monochrome Images with Low-contrast Objects
    Yelmanova, Elena S.
    Romanyshyn, Yuriy M.
    [J]. PROCEEDINGS OF THE 2017 12TH INTERNATIONAL SCIENTIFIC AND TECHNICAL CONFERENCE ON COMPUTER SCIENCES AND INFORMATION TECHNOLOGIES (CSIT 2017), VOL. 1, 2017, : 421 - 424
  • [4] Histogram modification in adaptive bi-histogram equalization for contrast enhancement on digital images
    Paul, Abhisek
    Bhattacharya, Paritosh
    Maity, Santi P.
    [J]. OPTIK, 2022, 259
  • [5] Brightness and Contrast Enhancement Method for Color Images via Pairing Adaptive Gamma Correction and Histogram Equalization
    Bataineh, Bilal
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (03) : 124 - 134
  • [6] Automatic Histogram-based Contrast Enhancement for Low-contrast Images with Small-sized Objects
    Yelmanova, Elena S.
    Romanyshyn, Yuriy M.
    [J]. 2017 IEEE FIRST UKRAINE CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (UKRCON), 2017, : 965 - 970
  • [7] Automatic Contrast Enhancement of Complex Low-contrast Images
    Yelmanov, Sergei
    Romanyshyn, Yuriy M.
    [J]. 2018 14TH INTERNATIONAL CONFERENCE ON ADVANCED TRENDS IN RADIOELECTRONICS, TELECOMMUNICATIONS AND COMPUTER ENGINEERING (TCSET), 2018, : 952 - 957
  • [8] Bi-histogram modification method for non-uniform illumination and low-contrast images
    Teck Long Kong
    Nor Ashidi Mat Isa
    [J]. Multimedia Tools and Applications, 2018, 77 : 8955 - 8978
  • [9] Low-contrast image enhancement using spatial contextual similarity histogram computation and color reconstruction
    Srinivas, Kankanala
    Bhandari, Ashish Kumar
    Singh, Anurag
    [J]. JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2020, 357 (18): : 13941 - 13963
  • [10] ENHANCEMENT OF LOW-CONTRAST IMAGES BY NONLINEAR OPERATORS
    RAMPONI, G
    [J]. ALTA FREQUENZA, 1988, 57 (07): : 451 - 455