Title :
An MPEG-4 facial animation parameters generation system
Author :
Hovden, Gunnar ; Ling, Nam
Author_Institution :
Comput. Eng. Dept., Santa Clara Univ., CA, USA
Abstract :
We present a method for generating MPEG-4 FAPs (facial animation parameters) from a video sequence of a talking head. The method includes a render unit that animates a face based on a set of FAPs. The render unit provides feedback to the FAP generation process as guidance toward an optimal set of FAPs. Our optimization process consists of minimizing a penalty function, which includes a matching function and a few barrier functions. The matching function compares how well an animated face matches with the original face. Each barrier function indicates the level of distortion from a normal looking face for a certain part of a face, and advises the optimizer. Unnecessary FAPs are eliminated and the search is partitioned to speed up the optimization process. Three different search techniques, steepest descent method, linear search method, and cyclic coordinates method are applied to derive an optimum.
Keywords :
computer animation; image matching; image sequences; minimisation; rendering (computer graphics); search problems; video signal processing; MPEG-4 FAP generation; MPEG-4 facial animation parameters generation; barrier functions; cyclic coordinates method; face animation; linear search method; matching function; penalty function minimization; render unit; search techniques; steepest descent method; talking head video sequence; Face; Facial animation; Feedback; Financial advantage program; Humans; MPEG 4 Standard; Robustness; Video compression; Video sequences; Videoconference;
Conference_Titel :
Signal Processing Systems, 2003. SIPS 2003. IEEE Workshop on
Print_ISBN :
0-7803-7795-8
DOI :
10.1109/SIPS.2003.1235664