Title :
Facial expression and head gesture recognition using temporal self-similarity and bag of words of facial landmarks
Author :
An, Ismail ; Gao, Hua ; Ekenel, Hazim K. ; Akarun, Lale
Abstract :
Automatic recognition of facial expressions and head gestures plays an important role in a wide range of research area including sign language recognition and human-computer interaction. In this work, we adopt the well-performing self-similarity based action recognition method to classify facial expressions and head gestures. Additionally, we propose a novel approach for facial gesture recognition based on the histogram of tracked facial landmarks. We fuse the presented techniques with our previous Hidden Markov Model based approach and get 15% increase in classification results.
Keywords :
face recognition; gesture recognition; human computer interaction; action recognition; automatic recognition; facial gesture recognition; facial landmarks; head gestures; human-computer interaction; sign language recognition; temporal self-similarity; Face recognition; Hidden Markov models; Histograms; Image recognition; Markov processes; Speech recognition;
Conference_Titel :
Signal Processing and Communications Applications Conference (SIU), 2010 IEEE 18th
Conference_Location :
Diyarbakir
Print_ISBN :
978-1-4244-9672-3
DOI :
10.1109/SIU.2010.5653965