DocumentCode :
456482
Title :
Face Localization and Versatile Tracking in Wavelet Domain
Author :
Mohabbati, Bardia ; Kasaei, Shohreh
Author_Institution :
Dept. of Comput. Sci., Amirkabir Univ. of Technol., Tehran
Volume :
1
fYear :
0
fDate :
0-0 0
Firstpage :
1552
Lastpage :
1556
Abstract :
Automatic initialization and tracking of human faces is one of the first steps in designing interactive multimedia web applications and security systems. In this paper, we present an effective method for face tracking in color image sequences in wavelet domain. We have used the chrominance component of nonlinear YCbCr color model to segment face-candidate regions in the first frame of the image sequences. In our proposed method, after the face detection stage, the face tracking is carried out by an efficient block-based matching algorithm in wavelet packets domain. A block transform coding technique is employed to reduce the spatial redundancy. By using the amplitude of coefficients in the best basis tree expansion of the wavelet packet transform, the feature vectors of the face reference block are extracted. The best matched block has determined the new position of the face. Robustness against face deformations, lightening changes, occlusion, and presence of noise, as well as the performance of its subsequent stages are demonstrated in various experiments
Keywords :
face recognition; feature extraction; image colour analysis; image matching; image segmentation; image sequences; wavelet transforms; best basis tree expansion; block transform coding; block-based matching; block-matching algorithm; chrominance component; color image sequences; face detection stage; face localization; face reference block; face-candidate region segmentation; feature vectors extraction; human face initialization; human face tracking; interactive multimedia Web applications; nonlinear YCbCr color model; object tracking; security systems; spatial redundancy; wavelet domain; wavelet transform; Color; Face detection; Humans; Image segmentation; Image sequences; Multimedia systems; Security; Transform coding; Wavelet domain; Wavelet packets; Block-Matching Algorithm; Face Detection; Face Localization; Object Tracking; Wavelet Transform;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information and Communication Technologies, 2006. ICTTA '06. 2nd
Conference_Location :
Damascus
Print_ISBN :
0-7803-9521-2
Type :
conf
DOI :
10.1109/ICTTA.2006.1684614
Filename :
1684614
Link To Document :
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