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HIERARCHICAL SPARSE METHOD WITH APPLICATIONS IN VISION AND SPEECH RECOGNITION

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成果类型:
期刊论文
作者:
Alsaidi, Ramadhan Abdo Musleh;Li, Hong*;Wei, Yantao;Khaji, Rokan;Tang, Yuan Yan
通讯作者:
Li, Hong
作者机构:
[Li, Hong; Alsaidi, Ramadhan Abdo Musleh] Huazhong Univ Sci & Technol, Sch Math & Stat, Wuhan 430074, Peoples R China.
[Wei, Yantao] Cent China Normal Univ, Dept Informat Technol, Wuhan 430079, Peoples R China.
[Tang, Yuan Yan] Univ Macau, Fac Sci & Technol, Macau, Peoples R China.
通讯机构:
[Li, Hong] H
Huazhong Univ Sci & Technol, Sch Math & Stat, Wuhan 430074, Peoples R China.
语种:
英文
关键词:
Hierarchical learning;sparse coding;pooling operation;isolated word;feature extraction
期刊:
International Journal of Wavelets, Multiresolution and Information Processing
ISSN:
0219-6913
年:
2013
卷:
11
期:
2
页码:
1350016
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61075116]; Natural Science Foundation of Hubei ProvinceNatural Science Foundation of Hubei Province [2009CDB387]; Fundamental Research Funds for the Central UniversitiesFundamental Research Funds for the Central Universities [2010ZD038]; Multi-Year Research of University of Macau [MYRG205(Y1-L4)-FST11-TYY, MYRG187(Y1-L3))-FST11-TYY]; Start-up Research of University of Macau [SRG010-FST11-TYY]
机构署名:
本校为其他机构
院系归属:
教育信息技术学院
摘要:
A new approach for feature extraction using neural response has been developed in this paper through combining the hierarchical architectures with the sparse coding technique. As far as proposed layered model, at each layer of hierarchy, it concerned two components that were used are sparse coding and pooling operation. While the sparse coding was used to solve increasingly complex sparse feature representations, the pooling operation by comparing sparse outputs was used to measure the match between a stored prototype and the input sub-image. It is recommended that value of the best matching s...

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