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 |
DOI | 10.1109/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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