Human posture estimation using voxel data for "smart" airbag systems: issues and framework

This paper examines the feasibility of a multi-camera voxel based occupant posture estimation system. Several new considerations are made to allow this tested human body modeling system to work reliably in the passenger seat of a vehicle, including camera position, segmentation, and body modeling with voxel reconstructions all from a constrained 4 camera setup. To describe occupant posture, a partial human body model consisting of a head and torso is proposed. The accuracy of the estimation of this model is compared against ground-truth.

[1]  Mohan Trivedi,et al.  Vehicle Occupant Posture Analysis Using Voxel Data , 2002 .

[2]  Dariu Gavrila,et al.  The Visual Analysis of Human Movement: A Survey , 1999, Comput. Vis. Image Underst..

[3]  Takeo Kanade,et al.  A real time system for robust 3D voxel reconstruction of human motions , 2000, Proceedings IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2000 (Cat. No.PR00662).

[4]  M. Devy,et al.  Detection and classification of passenger seat occupancy using stereovision , 2000, Proceedings of the IEEE Intelligent Vehicles Symposium 2000 (Cat. No.00TH8511).

[5]  Takeo Kanade,et al.  Shape-from-silhouette of articulated objects and its use for human body kinematics estimation and motion capture , 2003, 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings..

[6]  Mohan M. Trivedi,et al.  Human Body Model Acquisition and Tracking Using Voxel Data , 2003, International Journal of Computer Vision.

[7]  Rin-ichiro Taniguchi,et al.  Real-Time Human Motion Analysis Based on Analysis of Silhouette Contour and Color Blob , 2002, AMDO.

[8]  Mohan M. Trivedi,et al.  Occupant posture analysis with stereo and thermal infrared video: algorithms and experimental evaluation , 2004, IEEE Transactions on Vehicular Technology.

[9]  Aldo Laurentini How Many 2D Silhouettes Does It Take to Reconstruct a 3D Object? , 1997, Comput. Vis. Image Underst..