Driver inattention detection through intelligent analysis of readily available sensors

IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC

Volumn , Issue , 2004, Pages 326-331

  Torkkola, Kari ^a   Massey, Noel ^a   Wood, Chip ^a  

^a MOTOROLA INC   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CONTROL MODELS; DRIVER INATTENTION DETECTION; INTELLIGENT ANALYSIS; REAL-TIME INFORMATION SYSTEMS;

ACCIDENT PREVENTION; AUTOMOBILE DRIVERS; COLLISION AVOIDANCE; ELECTRONIC EQUIPMENT; ENTROPY; MULTITASKING; REAL TIME SYSTEMS; SENSORS; VIDEO CAMERAS;

INTELLIGENT VEHICLE HIGHWAY SYSTEMS;

EID: 13344277299     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (17)

1. F. J. Pompei, T. Sharon S. J. Buckley, and J. Kemp, "An Automobile-Integrated System for Assessing and Reacting to Driver Cognitive Load", Proceedings of Convergence 2002, pp.411-416, IEEE SAE, 2002.
2. D. Remboski, J. Gardner, D. Wheatley, J. Hurwitz, T. MacTavish, and R. M. Gardner, Driver performance improvement through the driver advocate: A research initiative toward automotive safety, Proc. of the 2000 International Congress on Transportation Electronics, SAE P-360, pp. 509-518., 2000.
3. L. Fletcher, N. Apostoloff, L. Petersson, A. Zelinsky, "Driver assistance systems based on vision in and out of vehicles", Proceedings of IEEE Intelligent Vehicles Symposium, pp. 322-327, June 2003.
4. Paul Smith, Student Member, IEEE, Mubarak Shah, Fellow, IEEE, and Niels da Vitoria Lobo, Determining Driver Visual Attention With One Camera IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, VOL. 4, NO. 4, DECEMBER 2003 205
5. R. A. Hess, A. Modjtahedzadeh, "A preview control model of driver steering behavior", Conference Proceedings of IEEE International Conference on Systems, Man and Cybernetics., pp. 504-509, vol.2, Nov. 1989.
6. R. A. Hess, A. Modjtahedzadeh, "A control theoretic model of driver steering behavior", IEEE Control Systems Magazine, vol. 10, Issue 5, pp. 3-8, Aug. 1990.
7. E. R. Boer, "Behavioral entropy as a measure of driving performance", Proc. Driver Assessment, pp. 225-229, 2001.
8. Oza, N. 1999. "Probabilistic models of driver behavior," presented at Spatial Cognition Conf. Berkeley, CA.
9. Forbes, J., Huang, T., Kazanawa, K. and Russell, S. 1995. "The BATmobile: Towards a Bayesian Automated Taxi," Proc. IJCAI-1995.
10. Hankey, J. M., Dingus, T. A., Hanowski, R. J., Wierwille, W. W.The Development of a Design Evaluation Tool and Model of Attention Demand (Virginia Tech Transportation Institute), Monk, C. A. (Science Applications Internationl Corporation), & Moyer, M. J. (Federal Highway Administration).
11. Van Winsum, W., Martens, M. & Herland, L. (1999). The effects of speech versus tactile driver support messages on workload, driver behaviour and user acceptance. TNO-report, TM-00-C003. Soesterberg, The Netherlands.
12. Boer, E. R. (2000) Behavioral entropy as an index of workload. Proceedings of the IEA/HFES 2000 Congress, 3, 125-128.
13. C.Wood, B.Leivian, N.Massey, J.Bieker, and J.Summers, Driver advocate tool, Proc. Driver Assessment, pp. 295-299, 2001
14. K. Torkkola. "Automatic alignment of speech with phonetic transcriptions in real time". In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP88), pages 611-614, New York City, USA, April 11-14 1988.
15. R. Kohavi, and G. John, "Wrapper for Feature Subset Selection", Artificial Intelligence, 1997, pp. 273-324.
16. L. Breiman, "Random Forests", Technical Report, University of California, Berkeley, 2001.
17. K.Torkkola, N. Massey, B. Leivian, C. Wood, J. Summers, and S. Kundalkar. "Classification of critical driving events", Proceedings of the International Conference on Machine Learning and Applications (ICMLA), pages 81-85, Los Angeles, CA, USA, June 23-24 2003.