[en] Interactivity is one of the key challenges for immersive applications like gaming. Manufacturers have been working towards interfaces that are driven by a device (e.g. a Wiimote) or interfaces
that are controlled by a camera with a subsequent computer vision module. Both approaches have unique advantages, but they do not permit to localize users in the scene with an appropriate accuracy.
Therefore, we propose to use both a range camera and accurate range sensors to enable the interpretation of movements.
This paper describes a platform that uses a range camera to acquire the silhouettes of users, regardless of illumination, and to improve the pose recovery with range information after some
image processing steps. In addition, to circumvent the difficult process of calibration required to map range values to physical distances, we complete the system with several range laser sensors. These sensors are located in a horizontal plane, and measure distances up to a few centimeters. We combine all these measurements to obtain a localization map, used to locate users in the scene at a negligible computational cost. Our method fills a gap in
3D applications that requires absolute positions.
Research center :
Intelsig Telim
Disciplines :
Electrical & electronics engineering
Author, co-author :
Pierard, Sébastien ; Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Télécommunications
Pierlot, Vincent ; Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Dép. d'électric., électron. et informat. (Inst.Montefiore)
Barnich, Olivier ; Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Techniques du son et de l'image
Van Droogenbroeck, Marc ; Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Télécommunications
Verly, Jacques ; Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Exploitation des signaux et images
Language :
English
Title :
A platform for the fast interpretation of movements and localization of users in 3D applications driven by a range camera
J. Leens, S. Piérard, O. Barnich, M. Van Droogenbroeck, and J.-M.Wagner, "Combining color, depth, and motion for video segmentation," in Computer Vision Systems. 2009, vol.5815 of Lecture Notes in Computer Science, pp. 104-113, Springer.
S. Piérard, J. Leens, and M. Van Droogenbroeck, "Real-time processing of depth and color video streams to improve the reliability of depth maps," in Proceedings of 3D Stereo MEDIA, Liège, Belgium, November 2009.
M. Lindner and A. Kolb, "Calibration of the intensity-related distance error of the PMD TOF-camera," in SPIE: Intelligent Robots and Computer Vision XXV, 2007, vol.6764, pp. 6764-6835
D. Silvestre, "Video surveillance using a time-of-flight camera," M.S. thesis, Informatics and Mathematical Modelling, Technical University of Denmark, DTU, 2007.
J. Radmer, P. Fusté, H. Schmidt, and J. Krüger, "Incident light related distance error study and calibration of the PMDrange imaging camera," in IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), Piscataway, NJ, 2008, pp. 23-28.
A. Agarwal and B. Triggs, "3D human pose from silhouettes by relevance vector regression," in IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2004, vol.2, pp. 882-888.
O. Barnich and M. Van Droogenbroeck, "ViBe: a powerful random technique to estimate the background in video sequences," in International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2009), April 2009, pp. 945-948.
Y. Gu, A. Lo, and I. Niemegeers, "A survey of indoor positioning systems for wireless personal networks," IEEE Communications Surveys & Tutorials, vol.11, no.1, pp. 13-32, 2009.
R. Want, A. Hopper, V. Falcao, and J. Gibbons, "The active badge location system," ACM Transactions on Information Systems, vol.10, no.1, pp. 91-102, January 1992.