DocumentCode
2961980
Title
Audio-visual speech synchronization detection using a bimodal linear prediction model
Author
Kumar, Kush ; Navratil, J. ; Marcheret, E. ; Libal, V. ; Ramaswamy, Ganesh ; Potamianos, Gerasimos
Author_Institution
Carnegie Mellon Univ., Pittsburgh, PA, USA
fYear
2009
fDate
20-25 June 2009
Firstpage
53
Lastpage
59
Abstract
In this work, we study the problem of detecting audio-visual (AV) synchronization in video segments containing a speaker in frontal head pose. The problem holds important applications in biometrics, for example spoofing detection, and it constitutes an important step in AV segmentation necessary for deriving AV fingerprints in multimodal speaker recognition. To attack the problem, we propose a time-evolution model for AV features and derive an analytical approach to capture the notion of synchronization between them. We report results on an appropriate AV database, using two types of visual features extracted from the speaker´s facial area: geometric ones and features based on the discrete cosine image transform. Our results demonstrate that the proposed approach provides substantially better AV synchrony detection over a baseline method that employs mutual information, with the geometric visual features outperforming the image transform ones.
Keywords
audio databases; audio-visual systems; biometrics (access control); discrete cosine transforms; face recognition; feature extraction; image segmentation; signal detection; speaker recognition; synchronisation; video signal processing; AV database; audio-visual speech synchronization detection; bimodal linear prediction model; biometrics; discrete cosine image transform; geometric visual feature; speaker facial area; speaker frontal head pose; time-evolution model; video segment; visual feature extraction; Biometrics; Discrete transforms; Fingerprint recognition; Head; Image databases; Predictive models; Spatial databases; Speaker recognition; Speech; Visual databases; Audio-Visual Synchronization; Linear Prediction; Mutual Information; Visual Features;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision and Pattern Recognition Workshops, 2009. CVPR Workshops 2009. IEEE Computer Society Conference on
Conference_Location
Miami, FL
ISSN
2160-7508
Print_ISBN
978-1-4244-3994-2
Type
conf
DOI
10.1109/CVPRW.2009.5204303
Filename
5204303
Link To Document