DocumentCode
3436498
Title
Hardware efficient FPGA implementation of emotion recognizer for autistic children
Author
Smitha, K.G. ; Vinod, A.P.
Author_Institution
Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore, Singapore
fYear
2013
fDate
17-19 Jan. 2013
Firstpage
1
Lastpage
4
Abstract
A Real-time emotion recognition system has potential applications especially for people suffering from autism to understand other people´s emotions. A portable emotion recognizer will aid the autistic person to interact with the external world easily and helps them to understand facial emotions during their face to face communication. In this paper we have proposed a portable hardware efficient emotion recognizer using principal component analysis. The Eigen values are obtained using Jacobi iteration and the proposed architecture optimizes the Eigen calculation by using only diagonal and upper triangular matrix of the symmetric covariance matrix. The proposed emotion recognizer architecture is implemented on Virtex 7 XC7VX330T FFG1761-3 FPGA. We achieved 72.9 % detection accuracy for a word-length of 12 bit.
Keywords
Jacobian matrices; covariance matrices; emotion recognition; face recognition; field programmable gate arrays; handicapped aids; iterative methods; principal component analysis; psychology; real-time systems; Eigen calculation; Eigen values; Jacobi iteration; Virtex 7 XC7VX330T FFG1761-3 FPGA; autistic children; autistic person aid; emotion recognizer architecture; face to face communication; facial emotions; hardware efficient FPGA implementation; people emotions; portable hardware efficient emotion recognizer; real-time emotion recognition system; symmetric covariance matrix; upper triangular matrix; Accuracy; Covariance matrix; Emotion recognition; Face; Feature extraction; Jacobian matrices; Principal component analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Electronics, Computing and Communication Technologies (CONECCT), 2013 IEEE International Conference on
Conference_Location
Bangalore
Print_ISBN
978-1-4673-4609-2
Type
conf
DOI
10.1109/CONECCT.2013.6469294
Filename
6469294
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