A novel method for design of gray-level transformation functions for image contrast improvement based on the histogram equalization technique

被引:5
|
作者
Murahira, Kota [1 ]
Kawakami, Takashi [1 ]
Taguchi, Akira [1 ,2 ]
机构
[1] Tokyo City Univ, Tokyo, Japan
[2] Tokyo City Univ, Dept Biomed Engn, Tokyo, Japan
关键词
contrast improvement; histogram equalization; differential gray-level histogram;
D O I
10.1002/ecj.11397
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Histogram equalization (HE) is a simple and effective method for contrast enhancement as it can automatically define the gray-level transformation function based on the distribution of gray levels included in an image. HE fails to produce satisfactory results for a broad variety of low-contrast images because HE does not use the spatial features included in the input image. This paper proposes a novel contrast enhancement method using not only the conventional histogram but also the differential gray-level histogram of the input image. The differential gray-level histogram contains edge information from the input image. Edge information is one of the important spatial features of the image. We can extract the regions that are to be emphasized by using both the conventional histogram and the differential gray-level histogram. The input histogram is modified by the histogram of the extracted regions. The gray-level transformation function is derived using the modified histogram. (c) 2013 Wiley Periodicals, Inc. Electron Comm Jpn, 96(7): 57-66, 2013; Published online in Wiley Online Library (wileyonlinelibrary.com). DOI 10.1002/ecj.11397
引用
收藏
页码:57 / 66
页数:10
相关论文
共 47 条
  • [31] Single image haze removal using contrast limited adaptive histogram equalization based multiscale fusion technique
    Mondal, Kalimuddin
    Rabidas, Rinku
    Dasgupta, Rajdeep
    MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (05) : 15413 - 15438
  • [32] Single image haze removal using contrast limited adaptive histogram equalization based multiscale fusion technique
    Kalimuddin Mondal
    Rinku Rabidas
    Rajdeep Dasgupta
    Multimedia Tools and Applications, 2024, 83 : 15413 - 15438
  • [33] Design of an Embedded System with Modified Contrast Limited Adaptive Histogram Equalization Technique for Real-Time Image Enhancement
    Sahani, Mrutyunjaya
    Rout, Susant Kumar
    Satpathy, Latit Mohan
    Patra, Abhilash
    2015 INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND SIGNAL PROCESSING (ICCSP), 2015, : 332 - 335
  • [34] Method of automatic linear gray level transformation for image enhancement using characteristic parameters of the first order histogram
    Song, WA
    Zuo, WB
    Lu, HN
    ISTM/99: 3RD INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, 1999, : 606 - 608
  • [35] IMAGE RESTORATION BASED ON SMOOTH GRAY-LEVEL DETECTION AND LINE PREDICTION METHOD FOR LARGE MISSING REGIONS
    Yang, Shiueng-Bien
    Liang, Ting-Wen
    INTERNATIONAL JOURNAL OF IMAGE AND GRAPHICS, 2012, 12 (02)
  • [36] Novel gray-level mapping of image-quality power control technique for organic light emitting diode displays
    Fan, Guan-Jie
    Wu, Po-Yi
    Tung, Kun-Hsien
    Lin, Ting-Lan
    Chen, Shih-Lun
    Lee, Ho-Yin
    2016 IEEE 5TH GLOBAL CONFERENCE ON CONSUMER ELECTRONICS, 2016,
  • [37] A novel method for contrast enhancement of gray scale image based on shadowed sets
    Alavi, Meysam
    Kargari, Mehrdad
    2020 6TH IRANIAN CONFERENCE ON SIGNAL PROCESSING AND INTELLIGENT SYSTEMS (ICSPIS), 2020,
  • [38] Texture Analysis of Knee Osteoarthritis Using Contrast Limited Adaptive Histogram Equalization Based Gray Level Co-occurrent Matrix
    Fatihin, Mohammad Meizaki
    Baskoro, Farid
    Anifah, Lilik
    2020 THIRD INTERNATIONAL CONFERENCE ON VOCATIONAL EDUCATION AND ELECTRICAL ENGINEERING (ICVEE): STRENGTHENING THE FRAMEWORK OF SOCIETY 5.0 THROUGH INNOVATIONS IN EDUCATION, ELECTRICAL, ENGINEERING AND INFORMATICS ENGINEERING, 2020,
  • [39] Automatic Object-Detection of School Building Elements in Visual Data: A Gray-Level Histogram Statistical Feature-Based Method
    Zhang, Zhenyu
    Wei, Hsi-Hsien
    Yum, Sang Guk
    Chen, Jieh-Haur
    APPLIED SCIENCES-BASEL, 2019, 9 (18):
  • [40] Visible and infrared image fusion based on multi-level method and image contrast improvement
    Peng, Yiyue
    He, Weiji
    Gu, Guohua
    Tong, Tao
    Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering, 2013, 42 (04): : 1095 - 1099