Title :
Markerless human motion transfer
Author :
Cheung, German K M ; Baker, Simon ; Hodgins, Jessica ; Kanade, Takeo
Author_Institution :
Robotics Inst., Carnegie Mellon Univ., Pittsburgh, PA, USA
Abstract :
We develop a computer vision-based system to transfer human motion from one subject to another. Our system uses a network of eight calibrated and synchronized cameras. We first build detailed kinematic models of the subjects based on our algorithms for extracting shape from silhouette across time (G. Cheung et al., 2003). These models are then used to capture the motion (joint angles) of the subjects in new video sequences. Finally we describe an image-based rendering algorithm to render the captured motion applied to the articulated model of another person. Our rendering algorithm uses an ensemble of spatially and temporally distributed images to generate photo-realistic video of the transferred motion. We demonstrate the performance of the system by rendering throwing and kungfu motions on subjects who did not perform them.
Keywords :
computer vision; image motion analysis; realistic images; rendering (computer graphics); spatiotemporal phenomena; video signal processing; articulated model; calibrated camera; computer vision-based system; image-based rendering algorithm; kinematic model; kungfu motion; markerless human motion transfer; photo-realistic video generation; silhouette across time; spatially distributed image; synchronized camera; temporally distributed image; video sequence; Cameras; Computer vision; Games; Humans; Kinematics; Motion pictures; Rendering (computer graphics); Robot vision systems; Shape; Tracking;
Conference_Titel :
3D Data Processing, Visualization and Transmission, 2004. 3DPVT 2004. Proceedings. 2nd International Symposium on
Print_ISBN :
0-7695-2223-8
DOI :
10.1109/TDPVT.2004.1335262