DocumentCode
1823003
Title
Response-based interactive motion generation
Author
Huang, Xuelin ; Song, Xiao ; Gong, Guanghong ; Chen, Dongming ; Li, Jiajia
Author_Institution
Sch. of Autom. Sci. & Electr. Eng., Beihang Univ., Beijing, China
fYear
2010
fDate
7-10 Dec. 2010
Firstpage
1601
Lastpage
1605
Abstract
We demonstrate a response-based motion generation system capable of naturally response to the external disturbance while tracking a reference motion. Our approach associates the data-driven motion synthesis technique with the response simulation result. For a rapid approximation of the character response, we introduce both the simplified joint model and skeleton model for simulation, and adopt forward dynamics to estimate the angle disturbances. We design a corresponding control mechanism for our skeleton model to balance against disturbance, using the adjustments of key joints´ movement. According to the response simulation, a multi-resolution maximum a posteriori estimation is proposed to search for the matched parameters and principal component analysis based on our response motion database is used for the final motion synthesis. Results for following different reference motions in presence of a variety of disturbances are demonstrated. Our approach shows its advantage in rapid generation of interactive and natural-looking motion for character animation.
Keywords
computer animation; maximum likelihood estimation; principal component analysis; character animation; character response; data-driven motion synthesis; external disturbance; forward dynamics; matched parameters; multiresolution maximum a posteriori estimation; principal component analysis; reference motion; response based interactive motion generation; response motion database; response simulation; simplified joint model; skeleton model; Computational modeling; Control systems; Databases; Dynamics; Joints; Principal component analysis; Character animation; data-driven animation; physically based simulation;
fLanguage
English
Publisher
ieee
Conference_Titel
Industrial Engineering and Engineering Management (IEEM), 2010 IEEE International Conference on
Conference_Location
Macao
ISSN
2157-3611
Print_ISBN
978-1-4244-8501-7
Electronic_ISBN
2157-3611
Type
conf
DOI
10.1109/IEEM.2010.5674280
Filename
5674280
Link To Document