An Efficient Contrast Enhancement Method for Remote Sensing Images
Liu, Jiahang1,2; Zhou, Chenghu2; Chen, Peng3; Kang, Chaomeng1
刊名IEEE GEOSCIENCE AND REMOTE SENSING LETTERS
2017-10-01
卷号14期号:10页码:1715-1719
关键词Contrast enhancement (CE) histogram compacting transform (HCT) histogram modification histogram transform linear stretch (LS) image quality
ISSN号1545-598X
DOI10.1109/LGRS.2017.2730247
通讯作者Liu, Jiahang(jhliu003@gmail.com)
英文摘要Remote sensing images often suffer low contrast. Although many contrast enhancement methods have been proposed in recent literature, the efficiency and robustness of remote sensing image contrast enhancement is still a challenge. In this letter, a novel self-adaptive histogram compacting transform-based contrast enhancement method for remote sensing images is presented to meet with the requirements of automation, robustness, and efficiency in applications. First, the histogram of an input image is optimized into compact and continuous status with the constraints of the merging cost, the moderate global brightness, and the entropy contribution of gray levels. Then, a local remapping algorithm is proposed to catch more details during the course of gray extending with the linear stretch. Finally, a dual-gamma transform is proposed to enhance the contrast in both bright and black areas. Experimental and comparison results demonstrate that the proposed method yields better results than the state-of-the-art methods and maintains robustness in different cases. It provides an effective approach for remote sensing image automatic contrast enhancement.
资助项目National Key Research and Development Program[2016YFF0103604] ; Western Young Scientist Program of the Chinese Academy of Sciences[XAB2015A07]
WOS关键词HISTOGRAM EQUALIZATION ; BRIGHTNESS
WOS研究方向Geochemistry & Geophysics ; Engineering ; Remote Sensing ; Imaging Science & Photographic Technology
语种英语
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号WOS:000413961200014
资助机构National Key Research and Development Program ; Western Young Scientist Program of the Chinese Academy of Sciences
内容类型期刊论文
源URL[http://ir.igsnrr.ac.cn/handle/311030/61026]  
专题中国科学院地理科学与资源研究所
通讯作者Liu, Jiahang
作者单位1.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Lab Remote Sensing & Intelligent Informat Syst, Xian 710119, Shaanxi, Peoples R China
2.Chinese Acad Sci, Inst Geog Sci & Nat Resource Res, Beijing 100101, Peoples R China
3.State Ocean Adm, State Key Lab Satellite Ocean Environm Dynam, Hangzhou 310012, Zhejiang, Peoples R China
推荐引用方式
GB/T 7714
Liu, Jiahang,Zhou, Chenghu,Chen, Peng,et al. An Efficient Contrast Enhancement Method for Remote Sensing Images[J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS,2017,14(10):1715-1719.
APA Liu, Jiahang,Zhou, Chenghu,Chen, Peng,&Kang, Chaomeng.(2017).An Efficient Contrast Enhancement Method for Remote Sensing Images.IEEE GEOSCIENCE AND REMOTE SENSING LETTERS,14(10),1715-1719.
MLA Liu, Jiahang,et al."An Efficient Contrast Enhancement Method for Remote Sensing Images".IEEE GEOSCIENCE AND REMOTE SENSING LETTERS 14.10(2017):1715-1719.
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