Estimation of human orientation based on silhouettes and machine learning principles

ICPRAM 2012 - Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods

Volumn 2, Issue , 2012, Pages 51-60

  Piérard, Sébastien ^a   Van Droogenbroeck, Marc ^a  

^a UNIVERSITY OF LIÈGE   (Belgium)

Author keywords

Human; Machine learning; Orientation; Regression; Silhouette

Indexed keywords

HOME ENTERTAINMENT; HUMAN; HUMAN ORIENTATION; MAN-MACHINE INTERACTION; MEAN ERRORS; ORIENTATION ESTIMATION; REGRESSION; REGRESSION PROBLEM; SHAPE DESCRIPTORS; SIDE VIEW; SILHOUETTE; SINGLE CAMERAS;

CRYSTAL ORIENTATION; INTELLIGENT VEHICLE HIGHWAY SYSTEMS; LEARNING SYSTEMS; PATTERN RECOGNITION;

ESTIMATION;

EID: 84862196989     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (22)

1. Agarwal, A. and Triggs, B. (2006). Recovering 3D human pose from monocular images. IEEE Transactions on Pattern Analysis and Machine Intelligence, 28(1):44- 58.
2. Barnich, O. and Van Droogenbroeck, M. (2011). ViBe: A universal background subtraction algorithm for video sequences. IEEE Transactions on Image Processing, 20(6):1709-1724.
3. Belongie, S., Malik, J., and Puzicha, J. (2002). Shape matching and object recognition using shape contexts. IEEE Transactions on Pattern Analysis and Machine Intelligence, 24(4):509-522.
4. Enzweiler, M. and Gavrila, D. (2010). Integrated pedestrian classification and orientation estimation. In IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), pages 982-989, San Francisco, USA.
5. Flusser, J. (2000). On the independence of rotation moment invariants. Pattern Recognition, 33(9):1405-1410.
6. Gandhi, T. and Trivedi, M. (2008). Image based estimation of pedestrian orientation for improving path prediction. In IEEE Intelligent Vehicles Symposium, Eindhoven, The Netherlands.
7. Geurts, P., Ernst, D., and Wehenkel, L. (2006). Extremely randomized trees. Machine Learning, 63(1):3-42.
8. Gond, L., Sayd, P., Chateau, T., and Dhome, M. (2008). A 3D shape descriptor for human pose recovery. In Perales, F. and Fisher, R., editors, Articulated Motion and Deformable Objects, volume 5098 of Lecture Notes in Computer Science, pages 370-379. Springer.
9. Hu, M. (1962). Visual pattern recognition by moment invariants. IRE Transactions on Information Theory, 8(2):179-187.
10. Lee, M. and Nevatia, R. (2007). Body part detection for human pose estimation and tracking. In IEEE Workshop on Motion and Video Computing (WMVC), Austin, USA.
11. Loncaric, S. (1998). A survey of shape analysis techniques. Pattern Recognition, 31(8):983-1001.
12. Nakajima, C., Pontil, M., Heisele, B., and Poggio, T. (2003). Full-body person recognition system. Pattern Recognition, 36(9):1997-2006. Kernel and Subspace Methods for Computer Vision.
13. Ozturk, O., Yamasaki, T., and Aizawa, K. (2009). Tracking of humans and estimation of body/head orientation from top-view single camera for visual focus of attention analysis. In International Conference on Computer Vision (ICCV), pages 1020-1027, Kyoto, Japan.
14. Peng, B. and Qian, G. (2008). Binocular dance pose recognition and body orientation estimation via multilinear analysis. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, Anchorage, USA.
15. Piérard, S., Leroy, D., Hansen, J.-F., and Van Droogenbroeck, M. (2011). Estimation of human orientation in images captured with a range camera. In Advances Concepts for Intelligent Vision Systems (ACIVS), volume 6915 of Lecture Notes in Computer Science, pages 519-530. Springer.
16. Piérard, S. and Van Droogenbroeck, M. (2009). A technique for building databases of annotated and realistic human silhouettes based on an avatar. In Workshop on Circuits, Systems and Signal Processing (ProRISC), pages 243-246, Veldhoven, The Netherlands.
17. Rybok, L., Voit, M., Ekenel, H., and Stiefelhagen, R. (2010). Multi-view based estimation of human upperbody orientation. In IEEE International Conference on Pattern Recognition (ICPR), pages 1558-1561, Istanbul, Turkey.
18. Shimizu, H. and Poggio, T. (2004). Direction estimation of pedestrian from multiple still images. In IEEE Intelligent Vehicles Symposium, pages 596-600, Parma, Italy.
19. The MakeHuman team (2007). The MakeHuman website. http://www.makehuman. org.
20. Zahn, C. and Roskies, R. (1972). Fourier descriptors for plane closed curves. IEEE Transactions on Computers, 21(3):269-281.
21. Zhang, D. and Lu, G. (2004). Review of shape representation and description techniques. Pattern Recognition, 37(1):1-19.
22. Zhang, W., Matsumoto, T., Liu, J., Chu, M., and Begole, B. (2008). An intelligent fitting room using multicamera perception. In International conference on Intelligent User Interfaces (IUI), pages 60-69, Gran Canaria, Spain. ACM.