王鹏

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副教授 博士生导师

招生学科专业:
信息与通信工程 -- 【招收博士、硕士研究生】 -- 电子信息工程学院
电子信息 -- 【招收博士、硕士研究生】 -- 电子信息工程学院

性别:男

毕业院校:哈尔滨工程大学

学位:工学博士学位

所在单位:电子信息工程学院

办公地点:电子信息工程学院128办公室

联系方式:025-84896491-4128

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Subpixel land cover mapping based on a new spatial attraction model with spatial-spectral information

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所属单位:电子信息工程学院

发表刊物:INTERNATIONAL JOURNAL OF REMOTE SENSING

关键字:HOPFIELD NEURAL-NETWORK PIXEL

摘要:Subpixel mapping (SPM) is a technique for handling mixed pixels to derive hard classification map at finer spatial resolution. Due to simplicity and explicit physical meanings, spatial attraction model (SAM) has been proven to be an effective SPM method. SAM methods mostly differ in the way in which they compute the spatial attraction, for example, subpixel/pixel spatial attraction model (SPSAM), subpixel/subpixel spatial attraction model (MSPSAM), and the mixed spatial attraction model (MSAM). However, these methods are difficult to fully utilize the spatial-spectral information of the original remote sensing image due to diversity of the land cover classes and the limitation of the resolution of the sensor. To solve this problem, spatial attraction model with spatial-spectral information (SAM-SS) is proposed here. SAM-SS can pick up more spatial-spectral information of the original image by adding a new processing path, namely interpolation followed by spectral unmixing. Based on visual comparison and quantitative accuracy assessment, the SAM-SS shows the best performance in the four experimental results.

ISSN号:0143-1161

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发表时间:2019-08-18

合写作者:吴一全,Leung, Henry

通讯作者:王鹏