期刊文献+

人脸表情识别研究的新进展 被引量:8

New Advances on Facial Expression Recognition
下载PDF
导出
摘要 人脸表情识别是当前计算机视觉、模式识别、人工智能等领域的热点研究课题。它是智能人机交互技术中的一个重要组成部分,近年来得到广泛的关注,不同领域的研究者提出了许多新方法。本文综述了国内外近年来人脸表情识别技术的最新发展状况,对人脸表情识别系统所涉及到的关键技术:人脸表情特征提取和人脸表情分类,分别做了详细分析和归纳。最后,总结了人脸表情识别的研究现状,并指出了其未来的发展方向。 Facial expression recognition (FER) is currently an active research topic in the fields of computer vision,pattern recognition,artificial intelligence,etc.FER is an important part of the intelligent technology for human machine interaction,and recently it have drawn much attention,and numerous new methods have been proposed by the researchers in different fields.In this paper,we present the latest development of this area,and give a detailed analysis and summary for facial expression feature extraction and facial expression classification,which are the key technology in an FER system.At last,we summarize the current situation of FER and present the future development direction of FER.
出处 《实验室研究与探索》 CAS 北大核心 2014年第10期103-107,287,共6页 Research and Exploration In Laboratory
基金 国家自然科学基金项目(61272261 61203257)资助
关键词 计算机视觉 人工智能 人脸表情 表情特征提取 表情分类 computer vision artificial intelligency facial expression facial expression feature extraction facial expression classification
  • 相关文献

参考文献36

  • 1Mehrabian A.Communication without words[J].Psychological Today,1968(2):53-55.
  • 2Ekman P,Friesen WV.Constants across cultures in the face and emotion[J].Journal of Personality and Social Psychology,1971,17(2):124.
  • 3Ekman P,Friesen W,Hager J.Facial action coding system (FACS)[M].A Technique for the Measurement of Facial Action Consulting,Palo Alto,1978.
  • 4Kenji M.Recognition of facial expression from optical flow[J].IEICE Transactions on Information and Systems,1991,74 (10):3474-3483.
  • 5Cootes T,Taylor C,Cooper D,et al.Active shape models-their training and application[J].Computer Vision and Image Understanding,1995,61 (1):38-59.
  • 6Cootes T,Edwards G,Taylor C.Comparing active shape models with active appearance models[C]//BMVC,Nottingham,1999:173-182.
  • 7Cheon Y,Kim D.Natural facial expression recognition using differential-AAM and manifold learning[J].Pattern Recognition,2009,42(7):1340-1350.
  • 8Lowe D.Distinctive image features from scale-invariant keypoints[J].International Journal of Computer Vision,2004,60 (2):91-110.
  • 9Berretti S,Bimbo AD,Pala P,et al.A set of selected SIFT features for 3D facial expression recognition[C]//20th International Conference on Pattern Recognition (ICPR),lstanbul,2010:4125-4128.
  • 10Ojala T,Pietik? inen M,Harwood D.A comparative study of texture measures with classification based on featured distributions[J].Pattern Recognition,1996,29(1):51-59.

二级参考文献44

  • 1唐京海,张有为.基于FLD特征提取的SVM人脸表情识别方法[J].计算机工程与应用,2006,42(11):10-12. 被引量:11
  • 2杨国亮,王志良,王国江.面部表情识别研究进展[J].自动化技术与应用,2006,25(4):1-6. 被引量:10
  • 3陈倩倩,赵杰煜.基于嵌入式HMM的脸部表情识别[J].计算机工程与应用,2006,42(27):187-190. 被引量:3
  • 4刘晓旻,谭华春,章毓晋.人脸表情识别研究的新进展[J].中国图象图形学报,2006,11(10):1359-1368. 被引量:61
  • 5Ekman P,Friesen W V. Constants across cultures in the face and emotion [ J]. Journal of Personality Social Psycho, 1971,17 (2) : 124 - 129.
  • 6Otsuka T,Ohya J. Recognizing multiple persons' facial expressions u- sing HMM based on automatic extraction of significant frames from image sequences [ C ]//Proc. Int. Conf. on Image Processing ( ICIP-97 ), p546 - 549, Sabta BarbaramCA, USA, 1997:26 - 29.
  • 7Jeffrey F COHN. Automated face analysis by feature point tracking has high concurrent validity with manual FACS coding[J]. 1999:35-43.
  • 8Ira Cohen, Ashutosh Garg,Thomas S Huang. Emotion Recognition from Facial Expressions using Multilevel HMM.
  • 9Hammal Z, Couvreur L, Caplier A, et al. Facial Expressions Recognition Based on the Belief Theory: Comparison with Different Classifiers [ C ]//Proc. 13th International Conference on Image Analysis and Processing (2005).
  • 10M Lyons,J Budynek,S Akamastu.Automatic classification of single facial images[J].IEEE Trans on Pattern Analysis and Machine Intelligence,1999,21(12):1357-1362.

共引文献52

同被引文献44

引证文献8

二级引证文献81

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