Publication | Closed Access
A facial expression recognition model based on HMM
14
Citations
14
References
2011
Year
Unknown Venue
EngineeringBiometricsIntelligent SystemsCode Hmm+knnSocial SciencesSpeech RecognitionFace DetectionFacial Recognition SystemImage AnalysisPattern RecognitionAffective ComputingComputer ScienceFacial ExpressionComputer VisionFacial Expression RecognitionFacial AnimationEye TrackingSpeech ProcessingEmotionEmotion Recognition
The most expressive way humans display emotions is through facial expressions, and the facial expression recognition has been widely used. Although so many researches are done, it is hard to find a practical application in the real world. The motion of the face is modeled by HMM as follows, first, according to the function of HMM in processing continuous dynamic signal and model recognition, and for the sample's overlap and similarity in the sample space, Code-HMM was made up respectively; then, inducted KNN and some discrimination rules by analyzing the output result. A method based on code HMM+KNN is proposed to recognize the facial expression. The experimental results show that this method is better than traditional HMM.
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