2008 · 15 citations · 16 references
ComputingComputer ScienceComputer VisionFeature EngineeringMachine LearningEmotion RecognitionEmotional ExpressionFace RecognitionFacial ExpressionPattern RecognitionSupport Vector MachinesAutomatic Emotion RecognitionFacial Expression AnalysisFacial Expression ClassificationFacial Expression RecognitionOptical Flow FeaturesReal-time Emotion RecognitionReal-time ProcessingSupport Vector Machine Classification
This paper presents a real-time approach to classify facial expression from a sequence of input images to provide emotion care service in developing a wellbeing life care system. The facial expression recognition from video images is useful to handle with sequential changes of facial expression. However, it needs more cost in training images and constructing database rather than using a still image. In this paper, we present automatic technique which infers emotions by recognizing facial expression from input video in real time. To classify the facial expression the feature displacements traced by the optical flow are used for input parameters to a support vector machine (SVM). The classification result of facial expression from input video will be used for providing personal emotion-care service depending on the emotional state.
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Yuhai Wu, Vladimir Vapnik · Technometrics · 1999 · 27K citations
Support Vector Machines for Classification and Regression
S.R. Gunn · 1998 · 2.8K citations
Automatic facial expression analysis: a survey
Beat Fasel, Juergen Luettin · Pattern Recognition · 2002 · 1.8K citations · Full text