DocumentCode
3346098
Title
Dynamic facial expression recognition using local patch and LBP-TOP
Author
Yiming Wang ; Yu Hui ; Stevens, Brett ; Honghai Liu
Author_Institution
Univ. of Portsmouth, Portsmouth, UK
fYear
2015
fDate
25-27 June 2015
Firstpage
362
Lastpage
367
Abstract
Local binary pattern on three orthogonal planes (LBP-TOP) is one of the most popular method for dynamic texture analysis and has been successfully applied to facial expression analysis. Yet an effective LBP-TOP operator highly relies on preprocessing. And, like many appearance-based approaches, this approach reserves more identity-related cues rather than expression. In this work, we propose a fully automatic approach for facial expression recognition based on points registration, localized patch extraction and LBP-TOP feature representation. The efficiency of this method is evaluated on CK+ database. Results show that the proposed method has achieved a better performance compared with existing methods.
Keywords
face recognition; image registration; image representation; CK+ database; LBP-TOP feature representation; dynamic facial expression recognition; dynamic texture analysis; identity-related cues; local binary pattern on three orthogonal planes; local patch; localized patch extraction; point registration; Emotion recognition; Face; Face recognition; Feature extraction; Histograms; Image sequences; Support vector machines;
fLanguage
English
Publisher
ieee
Conference_Titel
Human System Interactions (HSI), 2015 8th International Conference on
Conference_Location
Warsaw
Type
conf
DOI
10.1109/HSI.2015.7170694
Filename
7170694
Link To Document