DocumentCode
1376951
Title
Cognitive face analysis system for future interactive TV
Author
An, Kwang Ho ; Chung, Myung Jin
Author_Institution
Electr. Eng. & Comput. Sci. Dept., Korea Adv. Inst. of Sci. & Technol., Daejeon, South Korea
Volume
55
Issue
4
fYear
2009
fDate
11/1/2009 12:00:00 AM
Firstpage
2271
Lastpage
2279
Abstract
The future interactive TV will automatically provide user-personalized services for each viewer. For the automatic user-personalized services, the interactive TV should recognize viewers and even their emotions or preferences. In this paper, we introduce a novel architecture of the future interactive TV and propose a real-time face analysis system that can detect and recognize human faces and even their expressions, and therefore understand their internal emotional states. The proposed face analysis system consists of three image processing modules: face detection, face recognition, and facial expression recognition. Face detection is employed to detect and track a number of people watching the TV program. Face recognition and facial expression recognition are employed to identify specific TV viewers and recognize their internal emotional states, which is necessary in order to enable personalized user interfaces and services. For robust real-time face analysis system, we present the Ada-LDA learning algorithm based on simple and efficient MspLBP features, which is suitable for multi-class pattern classification. Extensive experimental results show that the proposed face analysis system provides real-time performance with high recognition rates. It can operate at over 15 frames per second.
Keywords
Ada; emotion recognition; face recognition; interactive television; pattern classification; Ada-LDA learning algorithm; MspLBP features; cognitive face analysis; face detection; face recognition; facial expression recognition; interactive television; local binary patterns; multiclass pattern classification; user-personalized services; Emotion recognition; Face detection; Face recognition; Humans; Image analysis; Image processing; Image recognition; Real time systems; TV; User interfaces; Future interactive TV, Face analysis system, MspLBP features, Ada-LDA learning algorithm.;
fLanguage
English
Journal_Title
Consumer Electronics, IEEE Transactions on
Publisher
ieee
ISSN
0098-3063
Type
jour
DOI
10.1109/TCE.2009.5373798
Filename
5373798
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