CASIA OpenIR  > 模式识别国家重点实验室  > 先进数据分析与学习
Learning Deep Dictionary for Hyperspectral Image Denoising
Huo, Leigang1,2; Feng, Xiangchu1; Huo, Chunlei2; Pan, Chunhong2
Source PublicationIEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
2015-07-01
VolumeE98DIssue:7Pages:1401-1404
SubtypeArticle
AbstractUsing traditional single-layer dictionary learning methods, it is difficult to reveal the complex structures hidden in the hyperspectral images. Motivated by deep learning technique, a deep dictionary learning approach is proposed for hyperspectral image denoising, which consists of hierarchical dictionary learning, feature denoising and fine-tuning. Hierarchical dictionary learning is helpful for uncovering the hidden factors in the spectral dimension, and fine-tuning is beneficial for preserving the spectral structure. Experiments demonstrate the effectiveness of the proposed approach.
KeywordDictionary Learning Deep Learning Hyperspectral Image Denoising Fine-tuning
WOS HeadingsScience & Technology ; Technology
DOI10.1587/transinf.2014EDL8246
Indexed BySCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Information Systems ; Computer Science, Software Engineering
WOS IDWOS:000359474300017
Citation statistics
Cited Times:4[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/8904
Collection模式识别国家重点实验室_先进数据分析与学习
Affiliation1.Xidian Univ, Sch Math & Stat, Xian, Peoples R China
2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing, Peoples R China
Recommended Citation
GB/T 7714
Huo, Leigang,Feng, Xiangchu,Huo, Chunlei,et al. Learning Deep Dictionary for Hyperspectral Image Denoising[J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS,2015,E98D(7):1401-1404.
APA Huo, Leigang,Feng, Xiangchu,Huo, Chunlei,&Pan, Chunhong.(2015).Learning Deep Dictionary for Hyperspectral Image Denoising.IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS,E98D(7),1401-1404.
MLA Huo, Leigang,et al."Learning Deep Dictionary for Hyperspectral Image Denoising".IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS E98D.7(2015):1401-1404.
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