DocumentCode
396755
Title
Face detection and emotional extraction system using double structure neural network
Author
Takimoto, Hironori ; Mitsukura, Yasue ; Fukumi, Minoru ; Akamatsu, Norio
Author_Institution
Tokushima Univ., Japan
Volume
2
fYear
2003
fDate
20-24 July 2003
Firstpage
1253
Abstract
In this paper, we propose a new method to examine whether or not human faces are included in color images by using a lip detection neural network (LDNN) and a skin distinction neural network (SDNN). In conventional methods, if there is the same color as the skin color in scenes, the domain, which is accepted as not only the skin color but any other color, can be searched. However, first, the lip is detected by LDNN in the proposed method. Next, SDNN is utilized to distinguish the skin color from the others. The proposed method can obtain relatively high recognition accuracy, since it has the double recognition structure of LDNN and SDNN. Finally, in order to demonstrate the effectiveness of the proposed scheme, computer simulations were performed. First 100 lip color, 100 skin color and 100 background pictures, which are changed into 10 × 10 pixel, are prepared for training. The validity was verified by testing images containing several faces.
Keywords
emotion recognition; face recognition; image colour analysis; neural nets; skin; color images; double structure neural network; emotional extraction system; face detection; human faces; lip detection neural network; recognition accuracy; skin color; skin distinction neural network; Computer interfaces; Computer simulation; Face detection; Face recognition; Humans; Image recognition; Layout; Neural networks; Skin; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2003. Proceedings of the International Joint Conference on
ISSN
1098-7576
Print_ISBN
0-7803-7898-9
Type
conf
DOI
10.1109/IJCNN.2003.1223873
Filename
1223873
Link To Document