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