UM  > 科技學院  > 電機及電腦工程系
Face Retrieval with Relevance Feedback Using Lifting Wavelets Features
Chon Fong Wong1; Jianke Zhu2; Mang I Vai1; Peng Un Mak1; Weikou Ye3
2007
Conference NameConference on Wavelet Analysis and Applications
Source PublicationApplied and Numerical Harmonic Analysis
Pages477-487
Conference DateNOV 29-DEC 02, 2005
Conference PlaceUniv Macau, MACAO
CountryChina
Publication PlaceBasel
PublisherBirkhäuser Basel
Abstract

By using support vector machine (SVM), this paper presents a novel face retrieval scheme in face database based on lifting wavelets features. The relevance feedback mechanism is also performed. The scheme can be described in three stages as follows. First, lifting wavelets decomposition technique is employed because it not only can extract the optimal intrinsic features for representing a face image, but also can accelerate the speed of the wavelets transform. Second, Linear Discriminant Analysis (LDA) is adopted to reduce the feature dimensionality and enhance the class discriminability. Third, relevance feedback using SVM is applied to learn on user’s feedback to refine the retrieval performance. The experimental evaluation has been conducted on ORL dataset in which the results show that our proposed approach is effective and promising.

KeywordContent-based Image Retrieval (Cbir) Face Recognition Face Retrieval Lifting Wavelets Transform (Lfwt) Linear Discriminant Analysis (Lda) Principal Component Analysis (Pca) Relevance Feedback Support Vector Machine (Svm)
DOIhttps://doi.org/10.1007/978-3-7643-7778-6_35
URLView the original
Indexed BySCI
Language英语
WOS Research AreaMathematics
WOS SubjectMathematics, Applied ; Mathematics
WOS IDWOS:000245342000035
Fulltext Access
Citation statistics
Document TypeConference paper
CollectionDEPARTMENT OF ELECTRICAL AND COMPUTER ENGINEERING
Affiliation1.Department of Electrical and Electronics Engineering, Faculty of Science and TechnologyUniversity of MacauMacau SARPR. China
2.Compupter Science and Engineering DepartmentC.U.H.K.Shatin, Hong KongPR. China
3.Department of PhysicsShaoxing UniversityShaoxingPR. China
First Author AffilicationFaculty of Science and Technology
Recommended Citation
GB/T 7714
Chon Fong Wong,Jianke Zhu,Mang I Vai,et al. Face Retrieval with Relevance Feedback Using Lifting Wavelets Features[C]. Basel:Birkhäuser Basel,2007:477-487.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Chon Fong Wong]'s Articles
[Jianke Zhu]'s Articles
[Mang I Vai]'s Articles
Baidu academic
Similar articles in Baidu academic
[Chon Fong Wong]'s Articles
[Jianke Zhu]'s Articles
[Mang I Vai]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Chon Fong Wong]'s Articles
[Jianke Zhu]'s Articles
[Mang I Vai]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.