Image based estimation of pedestrian orientation for improving path prediction

IEEE Intelligent Vehicles Symposium, Proceedings

Volumn , Issue , 2008, Pages 506-511

  Gandhi, Tarak ^a   Trivedi, Mohan Manubhai ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMOBILE DRIVERS; AUTOMOBILE ELECTRONIC EQUIPMENT; HIDDEN MARKOV MODELS; INTELLIGENT VEHICLE HIGHWAY SYSTEMS; MARKOV PROCESSES; PROBABILITY; PROBABILITY DISTRIBUTIONS; SUPPORT VECTOR MACHINES;

DISCRETE PROBABILITY DISTRIBUTIONS; DRIVER ASSISTANCE SYSTEMS; ESSENTIAL COMPONENTS; HARD DECISIONS; IMAGE-BASED; PATH PREDICTIONS; PEDESTRIAN PROTECTIONS; RELIABLE ESTIMATES;

PEDESTRIAN SAFETY;

EID: 57749197408     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IVS.2008.4621257     Document Type: Conference Paper

References (18)

1. M. M. Trivedi, T. Gandhi, and J. McCall, "Looking-in and looking-out of a vehicle: Computer vision based enhanced vehicle safety," IEEE Transactions on Intelligent Transportation Systems, vol. 8, no. 1, pp. 108-120, March 2007.
2. T. Gandhi and M. M. Trivedi, "Pedestrian protection systems: Issues, survey, and challenges," IEEE Transactions on Intelligent Transportation Systems, vol. 8, no. 3, pp. 413-430, September 2007.
3. D. M. Gavrila, "Sensor-based pedestrian protection," IEEE Intelligent Systems, vol. 6, no. 5, pp. 77-81, 2001.
4. G. Antonini, S. Venegas, J. P. Thiran, and M. Bierlaire, "A discrete choice pedestrian behavior model for pedestrian detection in visual tracking systems," in Proc. Advanced Concepts for Intelligent Vision Systems, September 2004.
5. G. Antonini, S. V. Martinez, M. Bierlaire, and J. P. Thiran, "Behavioral priors for detection and tracking of pedestrians in video sequences," International Journal of Computer Vision, vol. 69, no. 2, pp. 159-180, 2006.
6. S. Park and M. M. Trivedi, "Analysis and query of person vehicle interactions in homography domain," in Proc. ACM Workshop on Video Surveillance and Sensor Networks, October 2006.
7. Y. Abramson and B. Steux, "Hardware-friendly pedestrian detection and impact prediction," in IEEE Intelligent Vehicle Symposium, June 2004, pp. 590-595.
8. C. Wakim, S. Capperon, and J. Oksman, "A markovian model of pedestrian behavior," in Proc. IEEE Int. Conf. on Systems, Man, and Cybernetics, October 2004, pp. 4028-4033.
9. "Deliverable 3.3b report on initial algorithms 2," CAMELLIA: Core for Ambient and Mobile intELLigent Imaging Applications, Tech. Rep. IST-2001-34410, December 2003.
10. A. Agarwal and B. Triggs, "Recovering 3d human pose from monocular images," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 28, no. 1, pp. 44-58, January 2006.
11. R. Cucchiara, C. Grana, A. Prati, and R. Vezzani, "Probabilistic posture classification for human-behavior analysis," IEEE Transactions on Systems, Man, And Cybernetics, Part A: Systems and Humans, vol. 35, no. 1, pp. 42-54, 2005.
12. C.-C. Chang and C.-J. Lin, LIBSVM : A Library for Support Vector Machines, Last updated June 2007, http://www.csie.ntu.edu.tw/cjlin/papers/ libsvm.pdf.
13. N. Dalai and B. Triggs, "Histograms of oriented gradients for human detection," in Proc. IEEE Conference on Computer Vision and Pattern Recognition, June 2005.
14. H. Shimizu and T. Poggio, "Direction estimation of pedestrian from images," Massachusetts Institute of Technology, Cambridge, MA, AI Memo 2003-020, August 2003, http://cbcl.mit.edu/cbcl/publications/ai-publications/ 2003/AIM-2003-020.pdf.
15. S. J. Krotosky and M. M. Trivedi, "On color-, infrared-, and multimodal-stereo approaches to pedestrian detection," IEEE Transactions on Intelligent Transportation Systems, vol. 8, no. 4, pp. 619-629, December 2007.
16. D. Lowe, "Distinctive image features from scale-invariant keypoints," International Journal of Computer Vision" vol. 60, no. 2, pp. 91-110, 2004.
17. T.-F. Wu, C.-J. Lin, and R. C. Weng, "Probability estimates for multi-class classification by pairwise coupling," Journal of Machine Learning Research, vol. 5, pp. 975-1005, 2004, http://www.csie.ntu.edu.tw/ c~jlin/papers/svmprob/svmprob.pdf.
18. "INRIA person dataset," a large set of marked up images of standing or walking people, used to train Navneet Dalal's CVPR 2005 human detector http://pascal.inrialpes.fr/data/human/.