DocumentCode :
351111
Title :
An integrated elastic contour fitting and attribute graph matching model for automatic face coding and recognition
Author :
Lee, Raymond S T ; Liu, James N K
Author_Institution :
Dept. of Comput., Hong Kong Polytech. Univ., Kowloon, Hong Kong
fYear :
1999
fDate :
36495
Firstpage :
292
Lastpage :
295
Abstract :
Describes an integrated system for automatic face coding and recognition. The proposed system consists of three modules: (1) a contour mask fitting module using an active contour model (ACM); (2) an automatic facial “landmark” extraction module using a Gabor filter; and 3) an elastic graph matching module using an elastic graph dynamic link model (EGDLM). As opposed to contemporary approaches to face recognition, our proposed model provides a fully automatic facial extraction, feature encoding and matching scheme for face recognition. The ORL face database from AT&T Laboratories was adopted for the experiment. Using this portrait gallery of 40 distinct human faces for model training, 400 facial images under varying pose and expression were taken for invariant tests. The experimental results reported an overall correct recognition rate of over 96%
Keywords :
edge detection; face recognition; feature extraction; graph theory; image coding; image matching; neural nets; subroutines; Gabor filter; ORL face database; active contour model; attribute graph matching model; automatic face coding; automatic face recognition; automatic facial extraction; automatic facial landmark extraction module; contour mask fitting module; correct recognition rate; elastic contour fitting; elastic graph dynamic link model; elastic graph matching module; facial expression; facial images; feature encoding; image matching scheme; integrated system; invariant tests; model training; neural networks; portrait gallery; pose; Active contours; Encoding; Face recognition; Feature extraction; Gabor filters; Humans; Image databases; Laboratories; Spatial databases; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Knowledge-Based Intelligent Information Engineering Systems, 1999. Third International Conference
Conference_Location :
Adelaide, SA
Print_ISBN :
0-7803-5578-4
Type :
conf
DOI :
10.1109/KES.1999.820181
Filename :
820181
Link To Document :
بازگشت