Learning Deep Dictionary for Hyperspectral Image Denoising
Huo, Leigang1,2; Feng, Xiangchu1; Huo, Chunlei2; Pan, Chunhong2
2015-07-01
发表期刊IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
卷号E98D期号:7页码:1401-1404
文章类型Article
摘要Using 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.
关键词Dictionary Learning Deep Learning Hyperspectral Image Denoising Fine-tuning
WOS标题词Science & Technology ; Technology
DOI10.1587/transinf.2014EDL8246
收录类别SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Information Systems ; Computer Science, Software Engineering
WOS记录号WOS:000359474300017
引用统计
被引频次:4[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/173211/8904
专题模式识别国家重点实验室_先进数据分析与学习
作者单位1.Xidian Univ, Sch Math & Stat, Xian, Peoples R China
2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing, Peoples R China
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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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