Brightness and Contrast Enhancement Method for Color Images via Pairing Adaptive Gamma Correction and Histogram Equalization

被引:0
作者
Bataineh, Bilal [1 ]
机构
[1] Umm Al Qura Univ, Coll Comp & Informat Syst, Informat Syst Dept, Mecca 24382, Saudi Arabia
关键词
Color image; gamma correction; histogram equalization; image contrast; image enhancement;
D O I
10.14569/IJACSA.2023.0140314
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
For enhanced adaptability to poor light enhancement whilst achieving high image contrast, a new method for color image correction based on the advantages of non-linear function in grey transformation and histogram equalization techniques is proposed in this work. Firstly, the original red, green and blue (RGB) image is converted into the HSV color space, and the V channel is used for enhancement. An adaptive gamma generator is proposed to adaptively calculate gamma parameters in accordance with dark, medium, or bright image conditions. The computed gamma parameters are used to propose a cumulative distribution function that produces an optimized curve for illumination values. Next, a second modified equalization is performed to evenly correct the offset of the illumination curve values on the basis of the equal probability of the available values only. Finally, the processed V channel replaces the original V channel, and the new HSV model returns to the RGB color space. Experiments show that the proposed method can significantly improve the low contrast and poor illumination of the color image whilst preserving the color and details of the original image. Results from benchmark data sets and measurements indicate that the proposed method outperforms other state-of-the-art methods.
引用
收藏
页码:124 / 134
页数:11
相关论文
共 50 条
  • [41] Contrast enhancement for cephalometric images using wavelet-based modified adaptive histogram equalization
    Kaur, Amandeep
    Singh, Chandan
    APPLIED SOFT COMPUTING, 2017, 51 : 180 - 191
  • [42] Brightness Preserving Weighted Dynamic Range Histogram Equalization for Image Contrast Enhancement
    Thien Huynh-The
    Thuong Le-Tien
    2013 INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR COMMUNICATIONS (ATC), 2013, : 386 - 391
  • [43] Image Contrast Enhancement by Automatic Multi-Histogram Equalization for Satellite Images
    Pugazhenthi, A.
    Kumar, L. S.
    2017 FOURTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, COMMUNICATION AND NETWORKING (ICSCN), 2017,
  • [44] Independent Histogram Equalization Using Optimal Threshold for Contrast enhancement and Brightness Preservation
    Jadiya, Sonam
    Goyal, Ajay
    Jain, Vismay
    2013 4TH IEEE INTERNATIONAL CONFERENCE ON COMPUTER & COMMUNICATION TECHNOLOGY (ICCCT), 2013, : 54 - 59
  • [45] Minimum mean brightness error bi-histogram equalization in contrast enhancement
    Chen, SD
    Ramli, R
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2003, 49 (04) : 1310 - 1319
  • [46] Variance Based Brightness Preserved Dynamic Histogram Equalization for Image Contrast Enhancement
    Dhal K.G.
    Das A.
    Ghoshal N.
    Das S.
    Pattern Recognition and Image Analysis, 2018, 28 (4) : 747 - 757
  • [47] Brightness Preserving Image Contrast Enhancement using Spatially Weighted Histogram Equalization
    Zuo, Chao
    Chen, Qian
    Sui, Xiubao
    Ren, Jianle
    INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY, 2014, 11 (01) : 25 - 32
  • [48] A Novel Approach for Image Enhancement by Using Contrast Limited Adaptive Histogram Equalization Method
    Muniyappan, S.
    Allirani, A.
    Saraswathi, S.
    2013 FOURTH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATIONS AND NETWORKING TECHNOLOGIES (ICCCNT), 2013,
  • [49] Histogram equalization of color images using the adaptive neighborhood approach
    Buzuloiu, V
    Ciuc, M
    Rangayyan, RM
    Kij, L
    Vertan, C
    NONLINEAR IMAGE PROCESSING X, 1999, 3646 : 330 - 338
  • [50] A Contrast Enhancement Method using Dynamic Range Separate Histogram Equalization
    Park, Gyu-Hee
    Cho, Hwa-Hyun
    Choi, Myung-Ryul
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2008, 54 (04) : 1981 - 1987