Discriminant Tensor Spectral-Spatial Feature Extraction for Hyperspectral Image Classification

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 先进时空数据分析与学习

	Discriminant Tensor Spectral-Spatial Feature Extraction for Hyperspectral Image Classification
	Zhong, Zisha1 ; Fan, Bin1 ; Duan, Jiangyong 2; Wang, Lingfeng1 ; Ding, Kun1 ; Xiang, Shiming1 ; Pan, Chunhong1 ; zszhong@nlpr.ia.ac.cn
发表期刊	IEEE GEOSCIENCE AND REMOTE SENSING LETTERS
	2015-05-01
卷号	12 期号:5 页码:1028-1032
文章类型	Article
摘要	We propose to integrate spectral-spatial feature extraction and tensor discriminant analysis for hyperspectral image classification. First, we apply remarkable spectral-spatial feature extraction approaches in the hyperspectral cube to extract a feature tensor for each pixel. Then, based on class label information, local tensor discriminant analysis is used to remove redundant information for subsequent classification procedure. The approach not only extracts sufficient spectral-spatial features from original hyperspectral images but also gets better feature representation owing to tensor framework. Comparative results on two benchmarks demonstrate the effectiveness of our method.
关键词	Discriminative Tensor Representation Hyperspectral Classification Spectral-spatial Feature Extraction
WOS标题词	Science & Technology ; Physical Sciences ; Technology
关键词[WOS]	FEATURE-SELECTION ; PROFILES ; DIMENSIONALITY
收录类别	SCI
语种	英语
WOS研究方向	Geochemistry & Geophysics ; Engineering ; Remote Sensing ; Imaging Science & Photographic Technology
WOS类目	Geochemistry & Geophysics ; Engineering, Electrical & Electronic ; Remote Sensing ; Imaging Science & Photographic Technology
WOS记录号	WOS:000351412200022
引用统计	被引频次：76[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/8098
专题	多模态人工智能系统全国重点实验室_先进时空数据分析与学习
通讯作者	zszhong@nlpr.ia.ac.cn
作者单位	1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 2.Chinese Acad Sci, Technol & Engn Ctr Space Utilizat, Payload Operat & Applicat Ctr, Beijing 100094, Peoples R China
第一作者单位	模式识别国家重点实验室
推荐引用方式 GB/T 7714	Zhong, Zisha,Fan, Bin,Duan, Jiangyong,et al. Discriminant Tensor Spectral-Spatial Feature Extraction for Hyperspectral Image Classification[J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS,2015,12(5):1028-1032.
APA	Zhong, Zisha.,Fan, Bin.,Duan, Jiangyong.,Wang, Lingfeng.,Ding, Kun.,...&zszhong@nlpr.ia.ac.cn.(2015).Discriminant Tensor Spectral-Spatial Feature Extraction for Hyperspectral Image Classification.IEEE GEOSCIENCE AND REMOTE SENSING LETTERS,12(5),1028-1032.
MLA	Zhong, Zisha,et al."Discriminant Tensor Spectral-Spatial Feature Extraction for Hyperspectral Image Classification".IEEE GEOSCIENCE AND REMOTE SENSING LETTERS 12.5(2015):1028-1032.

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