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ÌâÄ¿£ºImproved weak classifier optimization algorithm
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Accession number:       
20133016535358
        Title:        Improved weak classifier optimization algorithm
        Authors:         Liao, Shaowen1 ; Chen, Yong2
        Author affiliation:        1 Information Technology and Media Institute, Hexi University GanSuZhangYe, Hexi, China
                2 Artillery Training Base of General Staff, HeBeiXuanHua, HeBei, China
        Corresponding author:         Liao, S. (nini719@163.com)
        Source title:        Advances in Intelligent Systems and Computing
        Abbreviated source title:        Adv. Intell. Sys. Comput.
        Volume:        212
        Monograph title:        Proceedings of The Eighth International Conference on Bio-Inspired Computing: Theories and Applications (BIC-TA), 2013
        Issue date:        2013
        Publication year:        2013
        Pages:        1091-1096
        Language:        English
        ISSN:         21945357
        ISBN-13:         9783642375019
        Document type:        Journal article (JA)
        Publisher:        Springer Verlag, Tiergartenstrasse 17, Heidelberg, D-69121, Germany
        Abstract:        In view of the slow speed and time-consuming training problem of the human face detection in complex conditions, we put forward an improved algorithm. To counter the time-consuming training defect of the Adaboot algorithm, we improve the about error rate calculation formula while training the weak classifier, thus accelerating the training speed of the latter and reducing the overall training time. The experimental results show that the improved system has greatly improved the training speed. © Springer-Verlag Berlin Heidelberg 2013.
        Number of references:        9
        Main heading:         Algorithms
        Controlled terms:         Adaptive boosting  -  Computation theory  -  Face recognition
        Uncontrolled terms:         AdaBoost algorithm  -  Calculation formula  -  Complex condition  -  Error rate  -  Human face detection  -  Optimization algorithms  -  Training speed  -  Weak classifiers
        Classification code:         716 Telecommunication; Radar, Radio and Television -  723 Computer Software, Data Handling and Applications -  921 Mathematics
        DOI:        10.1007/978-3-642-37502-6_127
        Database:        Compendex
                Compilation and indexing terms, © 2012 Elsevier Inc.
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