DocumentCode :
3452525
Title :
Facial expression recognition using thermal image processing and neural network
Author :
Yoshitomi, Y. ; Miyawaki, N. ; Tomita, S. ; Kimura, S.
Author_Institution :
Fac. of Eng., Miyazaki Univ., Japan
fYear :
1997
fDate :
29 Sep-1 Oct 1997
Firstpage :
380
Lastpage :
385
Abstract :
A method using thermal image processing and a neural network is presented for recognition of facial expression. The method is based on 2-dimensional detection of temperature distribution of the face, using infrared rays. The front-view face in the input image is normalized in terms of the size and the location, followed by measurement of the local temperature difference between the averaged neutral and the unknown expression faces. For measuring the local temperature difference, several blocks on the face are selected, based on the studies in the fields of psychology, especially FACS-AU, and computer vision with visible ray, while the blocks including cheekbone region are selected experimentally for improving recognition accuracy. The local temperature difference caused by the rearrangement of face muscle and the inner temperature change is used as input data for a neural network. By using the backpropagation method, neutral, happy, surprised and sad expressions were recognized with 90% accuracy
Keywords :
backpropagation; face recognition; image segmentation; image sequences; infrared imaging; multilayer perceptrons; temperature distribution; 2D detection; backpropagation method; face muscle; facial expression recognition; front-view face; happy expression; infrared rays; inner temperature change; local temperature difference; neutral expression; recognition accuracy; sad expression; surprised expression; temperature distribution; thermal image processing; Face detection; Face recognition; Image processing; Image recognition; Infrared detectors; Neural networks; Psychology; Size measurement; Temperature distribution; Temperature measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robot and Human Communication, 1997. RO-MAN '97. Proceedings., 6th IEEE International Workshop on
Conference_Location :
Sendai
Print_ISBN :
0-7803-4076-0
Type :
conf
DOI :
10.1109/ROMAN.1997.647016
Filename :
647016
Link To Document :
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