Evaluating the effectiveness of fusing remote sensing images with significantly different spatial resolutions for thematic map production
文献类型:期刊论文
作者 | Chen, Shaohui2; Wang, Weimin1; Liang, Hong1 |
刊名 | PHYSICS AND CHEMISTRY OF THE EARTH
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出版日期 | 2019-04-01 |
卷号 | 110页码:71-80 |
关键词 | Image fusion Intensity hue saturation Support vector machine A trous wavelet Thematic map production |
ISSN号 | 1474-7065 |
DOI | 10.1016/j.pce.2018.09.002 |
通讯作者 | Chen, Shaohui(csh_1976@163.com) |
英文摘要 | It is very challenging to fuse remote sensing images with significant spatial resolution difference. In this paper, such kind of images are fusing with one posteriori probability model for the purpose of creating thematic maps. The outlined solution consists of parsing the low spatial resolution multispectral images into intensity-huesaturation triples with spatial and spectral properties separated; the contribution of the old intensity and the panchromatic image is factorized into posteriori probabilities using their wavelet planes under the aid of support vector machine; the wavelet planes are probabilistically weighted to foresee one new pan-sharpened intensity, from which the fused images are produced by inverse IHS. The outlined method along with two representative methods are evaluated with two sets of imagery covering contrasting heterogeneous landscapes for different purposes of road extraction and wheat area map. |
WOS关键词 | EMPIRICAL MODE DECOMPOSITION ; PAN-SHARPENING METHOD ; WAVELET TRANSFORM ; ENHANCEMENT ; MACHINE ; QUALITY ; TM |
资助项目 | National Key Research and Development Program of China[2017YFB0203101] ; General Program of National Natural Science Foundation of China[41671368] ; General Program of National Natural Science Foundation of China[41371348] ; Pan-third pole special project of Chinese Academy of Sciences of China[XDA20010301] |
WOS研究方向 | Geology ; Meteorology & Atmospheric Sciences ; Water Resources |
语种 | 英语 |
WOS记录号 | WOS:000468920500008 |
出版者 | PERGAMON-ELSEVIER SCIENCE LTD |
资助机构 | National Key Research and Development Program of China ; General Program of National Natural Science Foundation of China ; Pan-third pole special project of Chinese Academy of Sciences of China |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/59611] ![]() |
专题 | 中国科学院地理科学与资源研究所 |
通讯作者 | Chen, Shaohui |
作者单位 | 1.Shenzhen Environm Monitoring Ctr, Shenzhen, Peoples R China 2.Chinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China |
推荐引用方式 GB/T 7714 | Chen, Shaohui,Wang, Weimin,Liang, Hong. Evaluating the effectiveness of fusing remote sensing images with significantly different spatial resolutions for thematic map production[J]. PHYSICS AND CHEMISTRY OF THE EARTH,2019,110:71-80. |
APA | Chen, Shaohui,Wang, Weimin,&Liang, Hong.(2019).Evaluating the effectiveness of fusing remote sensing images with significantly different spatial resolutions for thematic map production.PHYSICS AND CHEMISTRY OF THE EARTH,110,71-80. |
MLA | Chen, Shaohui,et al."Evaluating the effectiveness of fusing remote sensing images with significantly different spatial resolutions for thematic map production".PHYSICS AND CHEMISTRY OF THE EARTH 110(2019):71-80. |
入库方式: OAI收割
来源:地理科学与资源研究所
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