DocumentCode
2624709
Title
Modulation comparison over OFDM channel for facial expression recognition
Author
Lajevardi, Seyed Mehdi ; Abdullah, Khaizuran ; Hussain, Zahir M.
Author_Institution
Sch. of Electr. & Comput. Eng., RMIT Univ., Melbourne, VIC, Australia
fYear
2009
fDate
12-14 Oct. 2009
Firstpage
137
Lastpage
140
Abstract
Facial expression recognition (FER) has attracted significant interest in the scientific community due to its importance for human centred interfaces. This study compare the effect of different modulation for person-independent facial expression recognition from face images. The image is transmitted based on OFDM channel. Then, The higher order local autocorrelation (HLAC) is used for feature extraction and the features are classified using the naive Bayesian (NB) classifier. Six different facial expressions are considered. Experiments carried out on Cohn-Kanade database shows comparable performance between different modulation in received images based on classification accuracy. BER performance is also included to observe when FER is applied to an OFDM channel in two different QAM modulations, 4- and 16-QAMs. It is shown that the empirical error performances obtain about similar results as compared to the theoretical error performances for both modulations.
Keywords
OFDM modulation; emotion recognition; error statistics; face recognition; feature extraction; image recognition; quadrature amplitude modulation; BER performance; OFDM channel; QAM modulations; face images; facial expression recognition; feature extraction; higher order local autocorrelation; human centred interfaces; modulation comparison; naive Bayesian classifier; orthogonal frequency division multiplexing; person-independent facial expression recognition; theoretical error performances; Autocorrelation; Bayesian methods; Face recognition; Feature extraction; Humans; Image databases; Image recognition; Niobium; OFDM modulation; Spatial databases;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Technologies for Communications, 2009. ATC '09. International Conference on
Conference_Location
Hai Phong
Print_ISBN
978-1-4244-5139-5
Type
conf
DOI
10.1109/ATC.2009.5349386
Filename
5349386
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