Deep Learning for Hyperspectral Data Classification through Exponential Momentum Deep Convolution Neural Networks | |
Yue, Qi1,2,3; Ma, Caiwen1 | |
刊名 | journal of sensors |
2016 | |
卷号 | 2016 |
关键词 | Artificial intelligence Complex networks Convolution Learning systems Pattern recognition Remote sensing Support vector machines |
ISSN号 | 1687-725x |
通讯作者 | yue, qi (yueqi6@163.com) |
产权排序 | 1 |
英文摘要 | 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. |
学科主题 | information theory and signal processing ; computer systems and equipment ; computer software, data handling and applications ; artificial intelligence |
WOS标题词 | science & technology ; technology |
类目[WOS] | engineering, electrical & electronic ; instruments & instrumentation |
研究领域[WOS] | engineering ; instruments & instrumentation |
收录类别 | SCI ; EI |
语种 | 英语 |
WOS记录号 | WOS:000387381100001 |
内容类型 | 期刊论文 |
源URL | [http://ir.opt.ac.cn/handle/181661/28440] |
专题 | 西安光学精密机械研究所_光电测量技术实验室 |
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. Deep Learning for Hyperspectral Data Classification through Exponential Momentum Deep Convolution Neural Networks[J]. journal of sensors,2016,2016. |
APA | Yue, Qi,&Ma, Caiwen.(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). |
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