Analysis of facial features of drivers under cognitive and visual distractions

Proceedings - IEEE International Conference on Multimedia and Expo

Volumn , Issue , 2013, Pages

  Li, Nanxiang ^a   Busso, Carlos ^a  

^a The University of Texas at Dallas   (United States)

Author keywords

action units; cognitive distraction; Driver distraction; facial features; visual distraction

Indexed keywords

ACTION UNIT; COGNITIVE DISTRACTIONS; DRIVER DISTRACTIONS; FACIAL FEATURE; VISUAL DISTRACTIONS;

EXHIBITIONS; FEATURE EXTRACTION; HIGHWAY ACCIDENTS; REGRESSION ANALYSIS; VEHICLE TO VEHICLE COMMUNICATIONS;

BEHAVIORAL RESEARCH;

EID: 84885659530     PISSN: 19457871     EISSN: 1945788X     Source Type: Conference Proceeding    
DOI: 10.1109/ICME.2013.6607575     Document Type: Conference Paper

References (23)

1. J. Engström, E. Johansson, and J. Östlund, "Effects of visual and cognitive load in real and simulated motorway driving, " Transportation Research Part F: Traffic Psychology and Behaviour, vol. 8, no. 2, pp. 97-120, March 2005.
2. Y. Liang, M.L. Reyes, and J.D. Lee, "Real-time detection of driver cognitive distraction using support vector machines, " IEEE Transactions on Intelligent Transportation Systems, vol. 8, no. 2, pp. 340-350, June 2007.
3. T.A. Ranney, "Driver distraction: A review of the current stateof-knowledge, " Technical Report DOT HS 810 787, National Highway Traffic Safety Administration, April 2008.
4. D. L. Strayer, J. M. Cooper, and F. A. Drews, "What do drivers fail to see when conversing on a cell phone?, " in Proceedings of Human Factors and Ergonomics Society Annual Meeting, New Orleans, LA, USA, September 2004, vol. 48.
5. K.R. Scherer, "Appraisal theory, " in Handbook of Cognition and Emotion, T. Dalgleish and M. J. Power, Eds., pp. 637-663. John Wiley & Sons, Ltd, Chichester, UK, January 2005.
6. P. Ekman and E.L. Rosenberg, What the Face Reveals: Basic and Applied Studies of Spontaneous Expression using the Facial Action Coding System (FACS), Oxford University Press, New York, NY, USA, 1997.
7. C. Gordon, "Driver distraction: An initial examination of the 'attention diverted by' contributory factor codes from crash reports and focus group research on perceived risks, " Zuletzt gepr̈uft am, vol. 10, pp. 2011, 2005.
8. J.L. Harbluk, Y.I. Noy, P.L. Trbovich, and M. Eizenman, "An on-road assessment of cognitive distraction: Impacts on drivers' visual behavior and braking performance, " Accident Analysis and Prevention, vol. 39, no. 2, pp. 372-379, March 2007.
9. J.C. McCall and M.M. Trivedi, "Driver behavior and situation aware brake assistance for intelligent vehicles, " Proceedings of the IEEE, vol. 95, no. 2, pp. 374-387, February 2007.
10. K. M. Bach, M.G. Jaeger, M.B. Skov, and N.G. Thomassen, "Interacting with in-vehicle systems: understanding, measuring, and evaluating attention, " in Proceedings of the 23rd British HCI Group Annual Conference on People and Computers: Celebrating People and Technology, Cambridge, United Kingdom, September 2009.
11. F. Putze, J.-P. Jarvis, and T. Schultz, "Multimodal recognition of cognitive workload for multitasking in the car, " in International Conference on Pattern Recognition (ICPR 2010), Istanbul, Turkey, August 2010.
12. J. Jain and C. Busso, "Analysis of driver behaviors during common tasks using frontal video camera and CAN-Bus information, " in IEEE International Conference on Multimedia and Expo (ICME 2011), Barcelona, Spain, July 2011.
13. N. Li, J.J. Jain, and C. Busso, "Modeling of driver behavior in real world scenarios using multiple noninvasive sensors, " IEEE Transactions on Multimedia, vol. In press, 2013.
14. N. Li and C. Busso, "Using perceptual evaluation to quantify cognitive and visual driver distractions, " in Smart Mobile In-Vehicle Systems-Next Generation Advancements, H. Abut, J. H. L. Hansen, G. Schmidt, and K. Takeda, Eds. Springer, New York, NY, USA.
15. L.M. Bergasa, J. Nuevo, M.A. Sotelo, R. Barea, and M.E. Lopez, "Real-time system for monitoring driver vigilance, " IEEE Transactions on Intelligent Transportation Systems, vol. 7, no. 1, pp. 63-77, March 2006.
16. C.L. Lisetti and D.J. Schiano, "Automatic facial expression interpretation: Where human-computer interaction, artificial intelligence and cognitive science intersect, " Pragmatics and Cognition, vol. 8, no. 1, pp. 185-235, 2000.
17. P. Ekman and W.V. Friesen, Facial Action Coding System: A Technique for Measurement of Facial Movement, Consulting Psychologists Press, Palo Alto, CA, USA, 1978.
18. K.D. Craig, S.A. Hyde, and C.J. Patrick, "Genuine, suppressed and faked facial behavior during exacerbation of chronic low back pain, " Pain, vol. 46, no. 2, pp. 161-171, August 1991.
19. M.G. Frank and P. Ekman, "Appearing truthful generalizes across different deception situations, " Journal of personality and social psychology, vol. 86, no. 3, pp. 486-495, March 2004.
20. M.S. Bartlett, G.C. Littlewort, M.G. Frank, C. Lainscsek, I. Fasel, and J.R. Movellan, "Automatic recognition of facial actions in spontaneous expressions, " Journal of Multimedia, vol. 1, pp. 22-35, September 2006.
21. E. Vural, M. Cetin, A. Ercil, G. Littlewort, M.Bartlett, and J. Movellan, "Drowsy driver detection through facial movement analysis, " Human-Computer Interaction, pp. 6-18, 2007.
22. J. Whitehill and J.R. Movellan, "A discriminative approach to frame-by-frame head pose tracking, " in IEEE International Conference on Automatic Face and Gesture Recognition (FG 2008), Amsterdam, The Netherlands, September 2008.
23. C. Busso, S. Lee, and S.S. Narayanan, "Analysis of emotionally salient aspects of fundamental frequency for emotion detection, " IEEE Transactions on Audio, Speech and Language Processing, vol. 17, no. 4, pp. 582-596, May 2009.