2012 · 14 citations · 7 references
ComputingVision ScienceComputer VisionMachine VisionVisual PerceptionFace PerceptionFace RecognitionFacial ExpressionSpeech RecognitionAudio-visual Speech RecognitionFrontal ViewRobust Speech Recognition
As one of the techniques for robust speech recognition under noisy environments, audio-visual speech recognition (AVSR) using lip dynamic scene information together with audio information is attracting attention, and the research has advanced in recent years. However, in visual speech recognition (VSR), when a face turns sideways, the shape of the lip as viewed from the camera changes and the recognition accuracy degrades significantly. Therefore, many of the conventional VSR methods are limited to situations in which the face is viewed from the front. This paper proposes a VSR method to convert faces viewed from various directions into faces that are viewed from the front using Active Appearance Models (AAM). In the experiment, even when the face direction changes about 30 degrees relative to a frontal view, the recognition accuracy improved significantly.
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View-based active appearance models
T.F. Cootes, G. V. Wheeler, Kevin Walker et al. · Image and Vision Computing · 2002 · 351 citations
Improving visual features for lip-reading
Y. Lan, Barry Theobald, Richard Harvey et al. · UEA Digital Repository (University of East Anglia) · 2010 · 67 citations
Research on Visual Speech Feature Extraction