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《Journal of Data Acquisition and Processing》 2015-01
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Algorithm for Single Sample Face Recognition Based on Sample Augments and Double Subspace Decision Fusion

Yang Jun;Yuan Hongzhao;Liu Yanli;College of Computer Science,Sichuan Normal University;School of Computer Science,Anyang Normal University;College of Mathematics and Software Science,Sichuan Normal University;  
To apply supervised learning method in single face recognition problem,an improved algorithm based on sample augments by sliding window is proposed.The recognition time of the proposed algorithm is shorter than that of the original algorithm because of less feature dimension.Moreover,the mirror samples are generated to constitute auxiliary training set and two subspaces can be obtained by subspace learning.The recognition result is from the decision fusion of two subspaces and is robust to variation of the test samples.The experiment results on ORL face database and subset of Feret face database show that the proposed algorithm has higher recognition accuracy than other similar algorithms.
【Fund】: 国家自然科学基金(61373163)资助项目;; 国家科技支撑计划(2012BAH76F01)资助项目;; 四川省教育厅科研(11ZB069)资助项目;; 四川省可视化与虚拟现实重点实验室(PJ2012001)资助项目
【CateGory Index】: TP391.41
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【Citations】
Chinese Journal Full-text Database 2 Hits
1 Lei Gang,Zhou Jiliu,Wu Peng,Li Xiaohua (College of Computer Science,Sichuan University,Chengdu,610065,China);Sub-block Face Recognition Method Based on Virtual Information with One Training Image per Person[J];Journal of Data Acquisition and Processing;2009-04
2 Jiang Yanxia,Ren Bo(School of Optical-Electrical and Computer Engineering,University ofShanghai for Science and Technology,Shanghai,200093,China);Face Recognition Based on Weighted Neighborhood Maximum Margin Criterion[J];Journal of Data Acquisition and Processing;2011-05
【Co-citations】
Chinese Journal Full-text Database 3 Hits
1 GOU Hong-yun,ZHOU Yong,ZHU Chang-cheng,ZHOU Hong-bing(School of Computer Science,China University of Mining and Technology,Xuzhou 221116,China);Semi-supervised LLE algorithm of face recognition[J];Computer Engineering and Design;2011-08
2 HUANG Hong-bo;MU Zhi-chun;School of Automation&Electrical Engineering,University of Science&Technology Beijing;Computing Center,Beijing Information Science&Technology University;;Review of Face Recognition on Small Sample Size Problem[J];Software;2014-03
3 YANG Jun;LIU Yan-li;College of Computer Science,Sichuan Normal University;College of Mathematics and Software,Sichuan Normal University;;The Latest Advances in Face Recognition with Single Training Sample[J];Journal of Xihua University(Natural Science Edition);2014-04
China Proceedings of conference Full-text Database 2 Hits
1 WANG Ke-jun,ZOU Guo-feng,YAN Tao (College of Automation,Harbin Engineering University,Harbin 150001,China);Integration of global and local feature for single sample face recognition[A];[C];2011
2 ZHU Sonhao;HU Xuewei;SUN Wei;HU Ronglin;School of Automatic, Nanjing University of Post and Telecommunications;Yangzhou Suan,IOT Sensor Technology Co., Ltd.;School of Computer Engineering,Huaiyin Institute of Technology;;A Novel Method For Face Recognition[A];[C];2014
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