Title :
Efficient face detection for multimedia applications
Author :
Tsapatsoulis, Nicolas ; Avrithis, Yannis ; Kollias, Stefanos
Author_Institution :
Dept. of Electr. Eng., Nat. Tech. Univ. of Athens, Greece
Abstract :
Face detection is becoming an important tool in the framework of many multimedia applications. Several face detection algorithms based on skin color characteristics have appeared in the literature. Most of them have generalization problems due to the skin color model they use. We present a study which attempts to minimize the generalization problem by combining the M-RSST color segmentation algorithm with a Gaussian model of the skin color distribution and global shape features. Moreover by associating the resultant segments with a face probability we can index and retrieve facial images from multimedia databases.
Keywords :
Gaussian processes; content-based retrieval; database indexing; feature extraction; image colour analysis; image retrieval; image segmentation; multimedia databases; object detection; visual databases; Gaussian model; M-RSST color segmentation algorithm; efficient face detection; face detection algorithms; face probability; facial images indexing; facial images retrieval; generalization problem; global shape features; image databases; interactive content-based retrieval; multimedia applications; multimedia database management; multimedia databases; skin color characteristics; skin color distribution; skin color model; video databases; video partitioning; Application software; Electronic mail; Face detection; Face recognition; Image retrieval; Image segmentation; Indexes; Indexing; Shape; Skin;
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location :
Vancouver, BC, Canada
Print_ISBN :
0-7803-6297-7
DOI :
10.1109/ICIP.2000.899289