Title :
A lip extraction algorithm using region-based ACM with automatic contour initialization
Author :
Chao Sui ; Bennamoun, Mohammed ; Togneri, Roberto ; Haque, Showera
Author_Institution :
Sch. of Comput. Sci. & Software Eng., Univ. of Western Australia, Crawley, WA, Australia
Abstract :
In a lipreading system, lip extraction is a fundamental method that directly affects the final speech recognition results. However, most existing systems need to detect some facial features as prior-knowledge to construct the initial contour, and any erroneous feature detection will lead to an incorrect lip extraction. In order to solve this problem, this paper presents a new framework which integrates both global region-based Active Contour Model (ACM) and localized region-based ACM. With the utilization of the proposed framework, the initial contour does not need to be specified according to the speaker facial features before extracting the lip, so that any erroneous extraction introduced by an incorrect initial contour is effectively eliminated. Experimental results show the efficiency of the proposed method in comparison with the existing methods.
Keywords :
face recognition; feature extraction; object detection; speech recognition; automatic contour initialization; facial feature; feature detection; global region-based ACM; lip extraction algorithm; lipreading system; localized region-based ACM; speaker facial feature; speech recognition; Active appearance model; Face; Feature extraction; Image color analysis; Image edge detection; Mathematical model; Shape;
Conference_Titel :
Applications of Computer Vision (WACV), 2013 IEEE Workshop on
Conference_Location :
Tampa, FL
Print_ISBN :
978-1-4673-5053-2
Electronic_ISBN :
1550-5790
DOI :
10.1109/WACV.2013.6475029