吉林大学学报(工学版) ›› 2014, Vol. 44 ›› Issue (5): 1410-1416.doi: 10.13229/j.cnki.jdxbgxb201405030

Previous Articles     Next Articles

Face occlusion recognition based on MEBML

LI Gen,LI Wen-hui   

  1. College of Computer Science and Technology, Jilin University, Changchun 130012, China
  • Received:2013-06-07 Online:2014-09-01 Published:2014-09-01

RICH HTML

0   

PDF (PC)

826

Abstract:

To solve the problem of face occlusion recognition, an algorithm, which combines Mind-Evolution-Based Machine Learning (MEBML) and local face feature, is proposed. First, a new method of LBP offset feature group extraction is presented to define a new feature contrast rule. By contrasting images between face occlusion and non-occlusion, the local area score of similarity is obtained. Second, similartaxis and dissimilation evolutionary operations are carried out for all local areas. Then, the areas of face occlusion and non-occlusion are obtained. Finally, if the non-occlusion area is large enough and centralized, the feature of this area can be used to recognize face even it is partially covered. Experiment results demonstrate that the new method can recognize 92% face occlusion images with low error ratio.

Key words: computer application, mind evolutionary algorithm, local binary patterns, face occlusion recognition

CLC Number: 

  • TP391
[1] Wu Chen-yu, Liu Ce, Shun H Y. Automatic eyeglasses removal from face images[J]. IEEE Transaction on Pattern Analysis and Machine Intelligence, 2004, 26(30): 322-336.
[2] 王志明, 陶建华. 人脸遮挡区域检测与重建[J]. 计算机研究与发展,2010, 47(1): 16-22.Wang Zhi-ming, Tao Jian-hua. Face occlusion detection and reconstruction[J]. Journal of Computer Research and Development,2010, 47(1): 16-22.
[3] Timo A, Ahonen T, Hadid A, et al.Face recognition with local binary patterns[C]∥Proc of the European Conf on Computer Vision (ECCV2004), Prague,Czech Republic,2004: 469-481.
[4] 王莹, 李文辉, 傅博,等. 基于水平分量优先原则的RDW-LBP人脸识别算法[J].吉林大学学报:工学版, 2011, 41(3):750-757.Wang Ying, Li Wen-hui, Fu Bo,et al. Face recognition algorithm using RDW-LBP based on horizontal component prior principle[J]. Journal of Jilin University (Engineering and Technology Edition), 2011, 41(3): 750-757.
[5] Sun Cheng-yi, Sun Yan. Mind-evolution-based machine learning:framework and the implementation of optimization[C]∥Proc of IEEE Int Conf on Intelligent Engineering Systems. USA: IEEE, 1998: 355-359.
[6] 王川龙, 孙承意. 基于思维进化的MEBML算法的收敛性研究[J]. 计算机研究与发展,2000,37(7): 838-842.Wang Chuan-long, Sun Cheng-yi. A study of mind-evolution-based machine learning[J]. Journal of Computer Research & Development,2000,37(7): 838-842.
[7] 王芳, 谢克明, 刘建霞. 基于群体智能的思维进化算法设计[J]. 控制与决策,2010, 25(1): 145-148.Wang Fang, Xie Ke-ming, Liu Jian-xia. Swarm intelligence based MEA design[J]. Control and Decision,2010,25(1): 145-148.
[8] 李根, 李文辉. 基于尺度不变特征变换的平面旋转人脸检测[J]. 吉林大学学报:工学版, 2013, 43(1): 186-191.Li Gen, Li Wen-hui. Face detection under rotation in image plane based on scale invariant feature transform[J]. Journal of Jilin University (Engineering and Technology Edition), 2013, 43(1):186-191.
[9] 李宽, 殷建平, 李永,等. 基于Gabor系数分块统计和自适应特征选择的人脸描述与识别[J]. 计算机研究与发展,2012, 49(4): 777-784.Li Kuan, Yin Jian-ping, Li Yong, et al. Local statistical analysis of gabor coefficients and adaptive feature extraction for face description and recognition[J]. Journal of Computer Research & Development, 2012, 49(4): 777-784.
[10] Ojala T, Pietikainen M, Maenpaa M. Multiresolution gray-scale and rotation invariant texture classification width local binary patterns[J]. IEEE Transacations on Pattern Analysis and Machine Intelligence, 2002, 24(7): 971-987.
[11] 戴金波, 肖宵, 赵宏伟. 基于低分辨率局部二值模式的人脸识别[J]. 吉林大学学报:工学版, 2013, 43(2): 435-438.Dai Jin-bo, Xiao Xiao, Zhao Hong-wei. Human face recognition based on low resolution local binary pattern[J]. Journal of Jilin University (Engineering and Technology Edition), 2013, 43(2):435-438.
[12] 曹洁,吴迪,李伟. 基于鉴别能力分析和LDA-LPP算法的人脸识别[J]. 吉林大学学报:工学版, 2012, 42(6): 1527-1531.Cao Jie, Wu Di, Li Wei. Face recognition based on discrimination power analysis and LDA-LPP algorithm[J]. Journal of Jilin University (Engineering and Technology Edition), 2012, 42(6): 1527-1531.
[13] Wright J, Yang Y, Ganesh A, et al. Robust face recognition via sparse representation[J].Pattern Analysis and Machine Intelligence, 2009, 31(2): 210-227.
[1] LIU Fu,ZONG Yu-xuan,KANG Bing,ZHANG Yi-meng,LIN Cai-xia,ZHAO Hong-wei. Dorsal hand vein recognition system based on optimized texture features [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1844-1850.
[2] WANG Li-min,LIU Yang,SUN Ming-hui,LI Mei-hui. Ensemble of unrestricted K-dependence Bayesian classifiers based on Markov blanket [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1851-1858.
[3] JIN Shun-fu,WANG Bao-shuai,HAO Shan-shan,JIA Xiao-guang,HUO Zhan-qiang. Synchronous sleeping based energy saving strategy of reservation virtual machines in cloud data centers and its performance research [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1859-1866.
[4] ZHAO Dong,SUN Ming-yu,ZHU Jin-long,YU Fan-hua,LIU Guang-jie,CHEN Hui-ling. Improved moth-flame optimization method based on combination of particle swarm optimization and simplex method [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1867-1872.
[5] LIU En-ze,WU Wen-fu. Agricultural surface multiple feature decision fusion disease judgment algorithm based on machine vision [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1873-1878.
[6] OUYANG Dan-tong, FAN Qi. Clause-level context-aware open information extraction [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1563-1570.
[7] LIU Fu, LAN Xu-teng, HOU Tao, KANG Bing, LIU Yun, LIN Cai-xia. Metagenomic clustering method based on k-mer frequency optimization [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1593-1599.
[8] GUI Chun, HUANG Wang-xing. Network clustering method based on improved label propagation algorithm [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1600-1605.
[9] LIU Yuan-ning, LIU Shuai, ZHU Xiao-dong, CHEN Yi-hao, ZHENG Shao-ge, SHEN Chun-zhuang. LOG operator and adaptive optimization Gabor filtering for iris recognition [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1606-1613.
[10] CHE Xiang-jiu, WANG Li, GUO Xiao-xin. Improved boundary detection based on multi-scale cues fusion [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1621-1628.
[11] ZHAO Hong-wei, LIU Yu-qi, DONG Li-yan, WANG Yu, LIU Pei. Dynamic route optimization algorithm based on hybrid in ITS [J]. 吉林大学学报(工学版), 2018, 48(4): 1214-1223.
[12] HUANG Hui, FENG Xi-an, WEI Yan, XU Chi, CHEN Hui-ling. An intelligent system based on enhanced kernel extreme learning machine for choosing the second major [J]. 吉林大学学报(工学版), 2018, 48(4): 1224-1230.
[13] FU Wen-bo, ZHANG Jie, CHEN Yong-le. Network topology discovery algorithm against routing spoofing attack in Internet of things [J]. 吉林大学学报(工学版), 2018, 48(4): 1231-1236.
[14] CAO Jie, SU Zhe, LI Xiao-xu. Image annotation method based on Corr-LDA model [J]. 吉林大学学报(工学版), 2018, 48(4): 1237-1243.
[15] HOU Yong-hong, WANG Li-wei, XING Jia-ming. HTTP-based dynamic adaptive streaming video transmission algorithm [J]. 吉林大学学报(工学版), 2018, 48(4): 1244-1253.
Viewed
Full text


Abstract

Cited
  Shared   
  Discussed   
No Suggested Reading articles found!
Copyright © Journal of Jilin University(Engineering and Technology Edition), All Rights Reserved.
Tel: +86-431-85095297　Fax: +86-431-85094074　E-mail: xbgxb@jlu.edu.cn
Powered by Beijing Magtech Co. Ltd