Beyond just keeping hands on the wheel: Towards visual interpretation of driver hand motion patterns

2014 17th IEEE International Conference on Intelligent Transportation Systems, ITSC 2014

Volumn , Issue , 2014, Pages 1245-1250

  Ohn Bar, Eshed ^a   Trivedi, Mohan M ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

INTELLIGENT SYSTEMS; INTELLIGENT VEHICLE HIGHWAY SYSTEMS; SEMANTICS;

ACTIVITY RECOGNITION; DRIVER DISTRACTIONS; MONOCULAR CAMERAS; MOTION TRAJECTORIES; POSITION INFORMATION; SEMANTIC CATEGORIZATION; VEHICLE MANEUVERINGS; VISUAL INTERPRETATION;

MANEUVERABILITY;

EID: 84937121128     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ITSC.2014.6957858     Document Type: Conference Paper

References (20)

1. S. Y. Cheng, S. Park, and M. M. Trivedi, "Multi-spectral and multiperspective video arrays for driver body tracking and activity analysis," Computer Vision and Image Understanding, Vol. 106, no. 2, pp. 245-257, 2007.
2. E. Ohn-Bar, A. Tawari, S. Martin, and M. M. Trivedi, "Predicting driver maneuvers by learning holistic features," in IEEE Intell. Veh. Symp., 2014.
3. A. Doshi and M. M. Trivedi, "Tactical driver behavior prediction and intent inference: A review," in IEEE Conf. Intell. Transp. Syst., 2011.
4. S. Klauer, F. Guo, J. Sudweeks, and T. Dingus, "An analysis of driver inattention using a case-crossover approach on 100-car data: Final report," National Highway Traffic Safety Administration, Washington, D.C., Tech. Rep. DOT HS 811 334, 2010.
5. E. Ohn-Bar and M. M. Trivedi, "Hand gesture recognition in realtime for automotive interfaces: A multimodal vision-based approach and evaluations," IEEE Trans. Intell. Transp. Syst., 2014.
6. C. Tran and M. Trivedi, "3-D posture and gesture recognition for interactivity in smart spaces," IEEE Trans. Industrial Informatics, Vol. 8, no. 1, pp. 178-187, Feb. 2012.
7. S. Sathyanarayana, G. Littlewort, and M. Bartlett, "Hand gestures for intelligent tutoring systems: Dataset, techniques evaluation," in IEEE Intl. Conf. Computer Vision Workshops, 2013.
8. C. Li and K. M. Kitani, "Pixel-level hand detection in ego-centric videos," in IEEE Conf. Computer Vision and Pattern Recognition, 2013.
9. E. Ohn-Bar and M. M. Trivedi, "In-vehicle hand activity recognition using integration of regions," in IEEE Intell. Veh. Symp., 2013.
10. P. Dollár, R. Appel, S. Belongie, and P. Perona, "Fast feature pyramids for object detection," IEEE Trans. Pattern Anal. and Mach. Intell., Vol. 36, no. 8, pp. 1532-1545, Aug 2014.
11. C.-C. Chang and C.-J. Lin, "LIBSVM: A library for support vector machines," ACM Trans. Intell. Syst. and Tech., Vol. 2, pp. 27:1-27:27, 2011.
12. B. T. Morris and M. M. Trivedi, "Trajectory learning for activity understanding: Unsupervised, multilevel, and long-term adaptive approach," IEEE Trans. Pattern Anal. Mach. Intell., Vol. 33, no. 11, pp. 2287-2301, 2011.
13. H. Wang, A. Klaser, C. Schmid, and C.-L. Liu, "Dense trajectories and motion boundary descriptors for action recognition," Intl. Journal of Computer Vision, Vol. 103, no. 1, pp. 60-79, 2013.
14. J. Sun, W. Xiao, Y. Shuicheng, C. Loong-Fah, C. Tat-Seng, and L. Jintao, "Hierarchical spatio-temporal context modeling for action recognition," in IEEE Conf. Computer Vision and Pattern Recognition, 2009.
15. R. Vemulapalli, F. Arrate, and R. Chellappa, "Human action recognition by representing 3D skeletons as points in a lie group," in IEEE Conf. Computer Vision and Pattern Recognition, 2014.
16. L. R. Rabiner, "A tutorial on hidden markov models and selected applications in speech recognition," Proceedings of the IEEE, Vol. 77, no. 2, pp. 257-286, Feb. 1989.
17. K. P. Murphy, Machine Learning: A Probabilistic Perspective. MIT Press, 2012.
18. L. P. Morency, A. Quattoni, and T. Darrel, "Latent-dynamic discriminative models for continuous gesture recognition," in IEEE Conf. Computer Vision and Pattern Recognition, 2007.
19. E. Ohn-Bar, S. Martin, A. Tawari, and M. M. Trivedi, "Head, eye, and hand patterns for driver activity recognition," in Intl. Conf. on Pattern Recognition, 2014.
20. R. K. Satzoda and M. M. Trivedi, "Drive analysis using vehicle dynamics and vision-based lane semantics," IEEE Trans. Intell. Transp. Syst., 2014.