中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Deep Learning for Hyperspectral Data Classification through Exponential Momentum Deep Convolution Neural Networks

文献类型:期刊论文

作者Yue, Qi1,2,3; Ma, Caiwen1
刊名journal of sensors
出版日期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
产权排序1
通讯作者yue, qi (yueqi6@163.com)
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.

WOS标题词science & technology ; technology
学科主题information theory and signal processing ; computer systems and equipment ; computer software, data handling and applications ; artificial intelligence
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
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).

入库方式: OAI收割

来源:西安光学精密机械研究所

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