Image fusion-based contrast enhancement

被引:94
作者
Saleem, Amina [1 ]
Beghdadi, Azeddine [1 ]
Boashash, Boualem [2 ,3 ]
机构
[1] Univ Paris 13, Inst Galilee L2TI, F-93430 Villetaneuse, France
[2] Qatar Univ, Coll Engn, Doha, Qatar
[3] Univ Queensland, Clin Res Ctr, Brisbane, Qld, Australia
关键词
contrast enhancement; image fusion; pyramidal image decomposition; Gaussian pyramid decomposition; image blending; luminance; ADAPTIVE HISTOGRAM EQUALIZATION; TONE REPRODUCTION; ENTROPY; GRAY;
D O I
10.1186/1687-5281-2012-10
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
The goal of contrast enhancement is to improve visibility of image details without introducing unrealistic visual appearances and/or unwanted artefacts. While global contrast-enhancement techniques enhance the overall contrast, their dependences on the global content of the image limit their ability to enhance local details. They also result in significant change in image brightness and introduce saturation artefacts. Local enhancement methods, on the other hand, improve image details but can produce block discontinuities, noise amplification and unnatural image modifications. To remedy these shortcomings, this article presents a fusion-based contrast-enhancement technique which integrates information to overcome the limitations of different contrast-enhancement algorithms. The proposed method balances the requirement of local and global contrast enhancements and a faithful representation of the original image appearance, an objective that is difficult to achieve using traditional enhancement methods. Fusion is performed in a multi-resolution fashion using Laplacian pyramid decomposition to account for the multi-channel properties of the human visual system. For this purpose, metrics are defined for contrast, image brightness and saturation. The performance of the proposed method is evaluated using visual assessment and quantitative measures for contrast, luminance and saturation. The results show the efficiency of the method in enhancing details without affecting the colour balance or introducing saturation artefacts and illustrate the usefulness of fusion techniques for image enhancement applications.
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页码:1 / 17
页数:17
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