• DocumentCode
    3405342
  • Title

    Affect-expressive hand gestures synthesis and animation

  • Author

    Bozkurt, Elif ; Erzin, Engin ; Yemez, Yucel

  • Author_Institution
    Multimedia, Vision & Graphics Lab., Koc Univ., Istanbul, Turkey
  • fYear
    2015
  • fDate
    June 29 2015-July 3 2015
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Speech and hand gestures form a composite communicative signal that boosts the naturalness and affectiveness of the communication. We present a multimodal framework for joint analysis of continuous affect, speech prosody and hand gestures towards automatic synthesis of realistic hand gestures from spontaneous speech using the hidden semi-Markov models (HSMMs). To the best of our knowledge, this is the first attempt for synthesizing hand gestures using continuous dimensional affect space, i.e., activation, valence, and dominance. We model relationships between acoustic features describing speech prosody and hand gestures with and without using the continuous affect information in speaker independent configurations and evaluate the multimodal analysis framework by generating hand gesture animations, also via objective evaluations. Our experimental studies are promising, conveying the role of affect for modeling the dynamics of speech-gesture relationship.
  • Keywords
    computer animation; gesture recognition; hidden Markov models; speech synthesis; HSMM; composite communicative signal; hand gesture animation; hand gesture synthesis; hidden semiMarkov model; multimodal analysis framework; speech gesture synthesis; speech prosody; speech-gesture relationship; Animation; Correlation; Feature extraction; Hidden Markov models; Joints; Principal component analysis; Speech; Prosody analysis; continuous affect; gesture animation; hidden semi-Markov models;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia and Expo (ICME), 2015 IEEE International Conference on
  • Conference_Location
    Turin
  • Type

    conf

  • DOI
    10.1109/ICME.2015.7177478
  • Filename
    7177478