Title :
Prosody-Driven Head-Gesture Animation
Author :
Sargin, M.E. ; Erzin, E. ; Yemez, Y. ; Tekalp, A. Murat ; Erdem, Arif Tanju ; Erdem, C. ; Ozkan, Mehmed
Author_Institution :
Lab. of Multimedia Vision & Graphics, Koc Univ., Istanbul, Turkey
Abstract :
We present a new framework for joint analysis of head gesture and speech prosody patterns of a speaker towards automatic realistic synthesis of head gestures from speech prosody. The proposed two-stage analysis aims to "learn" both elementary prosody and head gesture patterns for a particular speaker, as well as the correlations between these head gesture and prosody patterns from a training video sequence. The resulting audio-visual mapping model is then employed to synthesize natural head gestures from arbitrary input test speech given a head model for the speaker. Objective and subjective evaluations indicate that the proposed synthesis by analysis scheme provides natural looking head gestures for the speaker with any input test speech.
Keywords :
audio-visual systems; computer animation; gesture recognition; speaker recognition; speech processing; speech synthesis; audio-visual mapping model; elementary prosody; joint analysis; prosody-driven head-gesture animation; speech prosody patterns; two-stage analysis; video sequence; Animation; Feature extraction; Hidden Markov models; Network synthesis; Pattern analysis; Speech analysis; Speech synthesis; Streaming media; Testing; Video sequences; Man-machine systems; gesture and prosody analysis; gesture synthesis; multimedia systems;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.366326