Deep Learning for Hyperspectral Data Classification through Exponential Momentum Deep Convolution Neural Networks | |
Yue, Qi1,2,3; Ma, Caiwen1; Yue, Qi (yueqi6@163.com) | |
作者部门 | 光电测量技术实验室 |
2016 | |
发表期刊 | JOURNAL OF SENSORS |
ISSN | 1687-725X |
卷号 | 2016 |
产权排序 | 1 |
摘要 | Classification is a hot topic in hyperspectral remote sensing community. In the last decades, numerous efforts have been concentrated on the classification problem. Most of the existing studies and research efforts are following the conventional pattern recognition paradigm, which is based on complex handcrafted features. However, it is rarely known which features are important for the problem. In this paper, a new classification skeleton based on deep machine learning is proposed for hyperspectral data. The proposed classification framework, which is composed of exponential momentum deep convolution neural network and support vector machine (SVM), can hierarchically construct high-level spectral-spatial features in an automated way. Experimental results and quantitative validation on widely used datasets showcase the potential of the developed approach for accurate hyperspectral data classification. |
文章类型 | Article |
关键词 | Artificial Intelligence Complex Networks Convolution Learning Systems Pattern Recognition Remote Sensing Support Vector Machines |
学科领域 | Information Theory And Signal Processing |
WOS标题词 | Science & Technology ; Technology |
DOI | 10.1155/2016/3150632 |
收录类别 | SCI ; EI |
语种 | 英语 |
WOS研究方向 | Engineering ; Instruments & Instrumentation |
项目资助者 | National 863 High Tech Research and Development Program(2010AA7080302) |
WOS类目 | Engineering, Electrical & Electronic ; Instruments & Instrumentation |
WOS记录号 | WOS:000387381100001 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/28440 |
专题 | 光电跟踪与测量技术研究室 |
通讯作者 | Yue, Qi (yueqi6@163.com) |
作者单位 | 1.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100039, Peoples R China 3.Xian Univ Posts & Telecommun, Xian 710121, Peoples R China |
推荐引用方式 GB/T 7714 | Yue, Qi,Ma, Caiwen,Yue, Qi . Deep Learning for Hyperspectral Data Classification through Exponential Momentum Deep Convolution Neural Networks[J]. JOURNAL OF SENSORS,2016,2016. |
APA | Yue, Qi,Ma, Caiwen,&Yue, Qi .(2016).Deep Learning for Hyperspectral Data Classification through Exponential Momentum Deep Convolution Neural Networks.JOURNAL OF SENSORS,2016. |
MLA | Yue, Qi,et al."Deep Learning for Hyperspectral Data Classification through Exponential Momentum Deep Convolution Neural Networks".JOURNAL OF SENSORS 2016(2016). |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Deep Learning for Hy(3012KB) | 期刊论文 | 作者接受稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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