Computer Science ›› 2014, Vol. 41 ›› Issue (2): 297-301.

Previous Articles     Next Articles

Face Recognition Using Simplified Pulse Coupled Neural Network

NIE Ren-can,YAO Shao-wen and ZHOU Dong-ming   

  • Online:2018-11-14 Published:2018-11-14

Abstract: A novel face recognition method using Simplified Pulse Coupled Neural Network was proposed.First by the analysis of the oscillation characteristics for neurons,the neuronal Oscillation Time sequences (OTS) were decomposed to captured-OTS(C-OTS) and self-OTS(S-OTS).Then the identification characteristics for X-OTS(OTS,C-OTS and S-OTS) were analyzed by image geometric transformation and oscillation frequency map.Finally,a face recognition system structure was given with C-OTS+S-OTS and cosine distance.Experimental results on face database verify the effectiveness of the proposed method,and it shows better recognition performance than other traditional methods.

Key words: Simplified pulse coupled neural network,Oscillation time sequence,Face recognition

[1] Lu Guan-chun,Lin Chun-yi.PCA based immune networks forhuman face recognition[J].Applied Soft Computing,2011,1(2):1743-1752
[2] Lu Gui-fu,Zou Jian,Wang Yong.Incremental complete LDA for face recognition [J].Pattern Recognition,2012,45(7):2501-2521
[3] 郭恺,付永生,冷严,等.应用小指数多项式的KPCA+零空间人脸识别[J].计算机工程,2006,2(22):203-205[3]王卫东,韩斌,杨静宇.基于PCA及ICA的双空间特征提取算法[J].中国图象图形学报,2008,3(11):2163-2169
[4] 刘嵩.结合DCT与KPCA的人脸识别[J].计算机工程与应用,2012,8(27):186-188,5
[5] 黄诚,王福龙,刘晓亮.指数衰减下的KFDA方法及其人脸识别[J].广东工业大学学报,2009,6(4):62-64,7
[6] Javad H,Karlm F,Majid A.A fuzzy hybrid learning algorithmfor radial basis function neural network with application in human face recognition [J].Pattern Recognition,2003,36(5):1187-1202[4]Johson J L,Ritter D.Observation of periodic wanes In a Pulse-coupled neural network[J].Opt Lett,1993,18(15):1253-1255
[7] Johson J L,Ritter D.Observation of periodic wanes in a Pulse-coupled neural network [J].Opt Lett,1993,18(15):1253-1255
[8] 陈粟宋.一种融合PCNN和Watershed变换的图像分割方法[J].武汉大学学报,2011,4(2):269-272
[9] 严春满,郭宝龙,易盟.基于改进LP变换及自适应PCNN的多聚焦图像融合方法[J].控制与决策,2012,7(5):703-707,2
[10] Johson J L.Pulse-coupled neural nets:translation,rotation,scale,distortion,and intensity signal invariance for images[J].Applied Optics,1994,33(26):6239-6253
[11] 朱红伟,周冬明,聂仁灿,等.利用PCNN实现商标图像检索新方法[J].云南大学报,2012(3):276-284
[12] 许敏丰,韩力群.基于脉冲耦合神经网络的手掌纹理识别[J].现代科学仪器,2010(6):71-74
[13] 王玮,黄非非,李见为,等.使用多尺度LBP特征与识别人脸[J].光学精密工程,2009,6(4):696-705
[14] 程万里,李伟生.基于Gabor-2DLDA方法的人脸识别研究[J].计算机工程与应用,2008,4(35):179-181

No related articles found!
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!