Contextual and Variational Contrast Enhancement

被引:371
作者
Celik, Turgay [1 ]
Tjahjadi, Tardi [1 ]
机构
[1] Univ Warwick, Sch Engn, Coventry CV4 7AL, W Midlands, England
关键词
Contrast enhancement; face recognition; histogram equalization; image-quality enhancement; HISTOGRAM EQUALIZATION; IMAGE-ENHANCEMENT; COLOR IMAGES;
D O I
10.1109/TIP.2011.2157513
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes an algorithm that enhances the contrast of an input image using interpixel contextual information. The algorithm uses a 2-D histogram of the input image constructed using a mutual relationship between each pixel and its neighboring pixels. A smooth 2-D target histogram is obtained by minimizing the sum of Frobenius norms of the differences from the input histogram and the uniformly distributed histogram. The enhancement is achieved by mapping the diagonal elements of the input histogram to the diagonal elements of the target histogram. Experimental results show that the algorithm produces better or comparable enhanced images than four state-of-the-art algorithms.
引用
收藏
页码:3431 / 3441
页数:11
相关论文
共 23 条
[1]   A dynamic histogram equalization for image contrast enhancement [J].
Abdullah-Al-Wadud, M. ;
Kabir, Md. Hasanul ;
Dewan, M. Ali Akber ;
Chae, Oksam .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2007, 53 (02) :593-600
[2]   Transform coefficient histogram-based image enhancement algorithms using contrast entropy [J].
Agaian, Sos S. ;
Silver, Blair ;
Panetta, Karen A. .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2007, 16 (03) :741-758
[3]  
[Anonymous], 2000, HDB PARAMETRIC NONPA
[4]  
[Anonymous], 2009, PEARSON ED INDIA
[5]   Contour Detection and Hierarchical Image Segmentation [J].
Arbelaez, Pablo ;
Maire, Michael ;
Fowlkes, Charless ;
Malik, Jitendra .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (05) :898-916
[6]   A Histogram Modification Framework and Its Application for Image Contrast Enhancement [J].
Arici, Tarik ;
Dikbas, Salih ;
Altunbasak, Yucel .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2009, 18 (09) :1921-1935
[7]   Contrast enhancement using recursive mean-separate histogram equalization for scalable brightness preservation [J].
Chen, SD ;
Ramli, AR .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2003, 49 (04) :1301-1309
[8]   Minimum mean brightness error bi-histogram equalization in contrast enhancement [J].
Chen, SD ;
Ramli, R .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2003, 49 (04) :1310-1319
[9]   A STUDY AND MODIFICATION OF THE LOCAL HISTOGRAM EQUALIZATION ALGORITHM [J].
DALEJONES, R ;
TJAHJADI, T .
PATTERN RECOGNITION, 1993, 26 (09) :1373-1381
[10]   An image contrast enhancement method based on genetic algorithm [J].
Hashemi, Sara ;
Kiani, Soheila ;
Noroozi, Navid ;
Moghaddam, Mohsen Ebrahimi .
PATTERN RECOGNITION LETTERS, 2010, 31 (13) :1816-1824