Research on Spectral Classification Algorithm Based on Spatial Feature | |
其他题名 | 基于空间特征的光谱分类算法研究 |
Gao Xiao-hui2,3![]() ![]() ![]() | |
作者部门 | 光谱成像技术实验室 |
2010-10-01 | |
发表期刊 | SPECTROSCOPY AND SPECTRAL ANALYSIS
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ISSN | 1000-0593 |
卷号 | 30期号:10页码:2772-2775 |
产权排序 | 2 |
摘要 | With the wide use of imaging spectroscopy, applying data cubes to classification and identification of materials has been developed to be an important research content. The classification algorithms play a vital role in accuracy and precision of object identification. The most common classification algorithms mainly make use of the information gained from spectral dimension and classify the materials based on spectral match. The material reflectance spectra collected by imaging spectroscopy is determined not only by the sorts, but also by the geometry structure and roughness of material surface, and so on. Then classification and identification algorithms only using the reflection spectra have errors to some extent. This paper puts forward an algorithm based on the common classification algorithms that controls the classification process by using the spatial feature of image to promote the correctness of classification. This algorithm was applied to identify the true leaves from the fake ones. The result shows preferable spatial continuity. To a great extent, the algorithm overcomes "ma pixel" domino effect, and is proved valid. |
文章类型 | Article |
关键词 | Object Identification Spectral Detection Spectral Match Spectral Classification |
WOS标题词 | Science & Technology ; Technology |
DOI | 10.3964/j.issn.1000-0593(2010)10-2772-04 |
收录类别 | SCI ; EI |
语种 | 中文 |
WOS研究方向 | Spectroscopy |
WOS类目 | Spectroscopy |
WOS记录号 | WOS:000283267900040 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/10045 |
专题 | 光谱成像技术研究室 |
作者单位 | 1.Chinese Acad Sci, Acad Optoelect, Beijing 100190, Peoples R China 2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Key Lab Spectral Imaging Technol, Xian 710119, Peoples R China 3.Chinese Acad Sci, Grad Univ, Beijing 100049, Peoples R China |
推荐引用方式 GB/T 7714 | Gao Xiao-hui,Xiangli Bin,Wei Jun-xia,et al. Research on Spectral Classification Algorithm Based on Spatial Feature[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS,2010,30(10):2772-2775. |
APA | Gao Xiao-hui,Xiangli Bin,Wei Jun-xia,Wei Ru-yi,&Yu Tao.(2010).Research on Spectral Classification Algorithm Based on Spatial Feature.SPECTROSCOPY AND SPECTRAL ANALYSIS,30(10),2772-2775. |
MLA | Gao Xiao-hui,et al."Research on Spectral Classification Algorithm Based on Spatial Feature".SPECTROSCOPY AND SPECTRAL ANALYSIS 30.10(2010):2772-2775. |
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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Research on spectral(1432KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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