Title :
Real-time 3D reconstruction and pose estimation for human motion analysis
Author :
Graf, Holger ; Yoon, Sang Min ; Malerczyk, Cornelius
Author_Institution :
Fraunhofer Inst. fur Graphische Datenverarbeitung (IGD), Darmstadt, Germany
Abstract :
In this paper, we present a markerless 3D motion capture system based on a volume reconstruction technique of non rigid bodies. It depicts a new approach for pose estimation in order to fit an articulated body model into the captured real-time information. We aim at analyzing athlete´s movements in real-time within a 3D interactive graphics system. The paper addresses recent trends in vision based analysis and its fusion with 3D interactive computer graphics. Hence, the proposed system presents new methods for the 3D reconstruction of human body parts from calibrated multiple cameras based on voxel carving techniques and a 3D pose estimation methodology using Pseudo-Zernike Moments applied to an articulated human body model. Several algorithms have been designed for the deployment within a GPGPU environment allowing us to calculate several principle process steps from segmentation and reconstruction to volume optimization in real-time.
Keywords :
Zernike polynomials; image motion analysis; image reconstruction; image segmentation; interactive systems; pose estimation; solid modelling; video signal processing; 3D interactive computer graphics system; GPGPU environment; articulated body model; athlete movement; human body part; human motion analysis; image reconstruction; image segmentation; markerless 3D motion capture system; nonrigid body; pose estimation; pseudoZernike moments; real-time 3D reconstruction; video based analysis; vision based analysis; volume optimization; volume reconstruction; voxel carving; Cameras; Estimation; Humans; Image reconstruction; Real time systems; Solid modeling; Three dimensional displays; 3D reconstruction; Video based analysis; markerless motion capturing; pose estimation;
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2010.5650678