期刊文献+

人脸表情的LBP特征分析 被引量:19

Facial expression analysis using LBP features
下载PDF
导出
摘要 为了有效提取面部表情特征,提出了一种新的基于LBP(局部二值模式)特征的人脸表情识别特征提取方法。首先用均值方差法对表情图像进行灰度规一化,通过对图像进行积分投影,定位出眉毛、眼睛、鼻和嘴巴这些关键特征点,进而划分出各特征部件所在子区域,然后对子区域进行分块,提取各个子区域的分块LBP直方图特征。为了验证所提出的方法的合理性,最后在JAFFE表情库上进行了实验,结果表明提出的方法能够有效地描述表情的特征。 In order to effectively extract facial expression feature,a novel facial feature extraction approach for facial expression recognition based on Local Binary Pattern(LBP) is proposed in the paper.Firstlyf,acial expression images'gray level is normalized with the average-variance method.By doing integral projection,some critical facial feature points are located,such as eyebrow,eye,nose and mouth.Then sub-regions belong to each facial component are partitioned.And then facial expression features are presented with LBP histograms of each sub-region,which is divided into several blocks.To validate the rationality of the method proposed,experiments are implemented on JAFEE(Japanese female facial expression database) database.The results illustrate that the method proposed is effective to represent facial expression feature.
出处 《计算机工程与应用》 CSCD 北大核心 2011年第2期149-152,共4页 Computer Engineering and Applications
基金 国家自然科学基金(No.60873163)~~
关键词 表情识别 局部特征提取 局部二值模式 facial expression recognition local feature extraction Local Binary Pattern(LBP)
  • 相关文献

参考文献16

  • 1Pantic M,Rothkrantz L.Automatic analysis of facial expressions: The state of the art[J].IEEE Trans on Pattern Analysis and Machine Intelligence,2009,22 : 1424-1445. 被引量:1
  • 2Fasel B ,Luettin J.Automatic facial expression analysis:A survey[J]. Pattern Recognition,2003,36..259-275. 被引量:1
  • 3Shah C, Gong S, McOwan P W.Facial expression recognition based on local binary pattems..A comprehensive study[J].Image and Vision Computing, 2008,27 : 803-816. 被引量:1
  • 4Ortony A, Turner T J.What is about basic emotions?[J].Psychol Rev, 1990,74 : 315-341. 被引量:1
  • 5Ojala T,Pietikainen M,Harwood D.A comparative study of texture measures with classification based on featured distribution[J]. Pattern Recognition, 1996, 1:51-59. 被引量:1
  • 6Ojala T, Pietikainen M, Maenpaa T.Multi-resolution gray-scale and rotation invariant texture classification with local binary patterns[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2002,7 : 971-987. 被引量:1
  • 7徐全生,李美怡.人脸图像特征点的定位与提取方法的研究[J].沈阳工业大学学报,2007,29(1):90-94. 被引量:11
  • 8严超,苏光大.人脸特征的定位与提取[J].中国图象图形学报(A辑),1998,3(5):375-380. 被引量:42
  • 9Feng X, Hadid A, Pietikainen M.A coarse-to-fine classification scheme for facial expression recognition[C]//LNCS 3212: Proceedings of Image Analysis and Recognition,ICIAR 2004.[S.l.]: Springer, 2004 : 668-675. 被引量:1
  • 10Feng X, Hadid A, Pietiktiinen M.Facial expression recognition with local binary patterns and linear programming[J].Pattern Recognition and Image Analysis,2005,15 : 546-549. 被引量:1

二级参考文献18

  • 1Turk M,Pentland A. Face processing: models for recognition.SHIE Intell. Robots Comput. Vision VIII Algarithms Techniq.1192,1989,22-32 . 被引量:1
  • 2Sirobich L,Kirby M. Low-diraensional procedure for the characterization of human faces,Optic. Soc. Am. J, 3,519-524. 被引量:1
  • 3Shackleton M A ,Welsh W J. Classification of facial features for recognition. Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVIP-91),1991:573-579 . 被引量:1
  • 4Craw I,Ellis H Lishman J R,Automatic extraction of face features, Pattern Recognition Lett. 5,1987:183-187. 被引量:1
  • 5Xiaobo Li, Nicholas Roeder. Face Contour Extraction From Front-View Inmges, Pattern Recognition, 1995,28(8):1167-1179. 被引量:1
  • 6Kin-Man Lam, Hong Yan, Locating and extracting the eye in human face images, Pattern Recognition, 1996,29 (3):771-779. 被引量:1
  • 7Kie X ,Sudhakar R Zhuang H,On improving eye feature extraction using deforrnable templates. Patten Recogtion,1994,27(6):791-799. 被引量:1
  • 8徐全生,甄颖.基于知识库进行人脸图像特征提取的研究[J].沈阳工业大学学报,2000,22(1):43-46. 被引量:7
  • 9马丽红,余英林,张宇.复杂背景中的人脸特征定位与提取[J].数据采集与处理,2000,15(1):33-38. 被引量:5
  • 10林福严,刘巧静,李兴森.人脸特征的定位和提取[J].电子技术应用,2000,26(7):17-18. 被引量:17

共引文献51

同被引文献267

引证文献19

二级引证文献108

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部