Analysis of hands activity for automatic driving risk detection

Transportation Research Part C: Emerging Technologies

Volumn 26, Issue , 2013, Pages 380-395

  Martín de Diego, Isaac ^a   S Siordia, Oscar ^a   Crespo, Raúl ^a   Conde, Cristina ^a   Cabello, Enrique ^a  

^a UNIVERSIDAD REY JUAN CARLOS   (Spain)

Author keywords

Driver's behavior; Driving risk detection; Expert knowledge; Hands detection

Indexed keywords

ACCIDENT PREVENTION; ALARM SYSTEMS; AUTOMOBILE DRIVERS; GENETIC ALGORITHMS; RISK PERCEPTION;

DRIVER'S BEHAVIOR; DRIVING SITUATIONS; EXPERT KNOWLEDGE; HANDS DETECTIONS; PROFESSIONAL DRIVERS; REALISTIC SIMULATORS; RISK DETECTIONS; VEHICLE SIMULATORS;

RISK ASSESSMENT;

CAR USE; GENETIC ALGORITHM; RISK ASSESSMENT; SAFETY; SIMULATOR; TRAVEL BEHAVIOR;

EID: 84870718101     PISSN: 0968090X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.trc.2012.10.006     Document Type: Article

References (44)

1. Beirness, D., 2005. Distracted driving: The role of survey research. In: Proc. of the International Conference on Distracted Driving.
2. Brazalez, A., Ares, J., Matey, L., 2006. Driving simulators: past, present and future. In: Euromech Colloquium 476, Real-time Simulation and Virtual Reality Applications of Multibody Systems.
3. CABINTEC, 2011. Intelligent Cabin Truck for Road Transport. http://www.cabintec.net.
4. Cheng S.Y., Park S., Trivedi M.M. Multi-spectral and multi-perspective video arrays for driver body tracking and activity analysis. Computer Vision and Image Understanding 2007, 106:245-257.
5. Crespo R., Marti{dotless}́n de Diego I., Conde C., Cabello E. Detection and tracking of driver's hands in real time. Proc. of the 15th Iberoamerican Congress on Pattern Recognition (CIARP). LNCS 2010, vol. 6419:212-219. Springer.
6. CTAG, 2011. Galician Automotive Technology Centre, Dynamic Driving Simulator (Rev. April 2012). http://www.ctag.com/idi_innprod.htm.
7. Dong, Y., Hu, Z., Uchimura, K., Murayama, N., 2009. Driver inattention monitoring system for intelligent vehicles: a review. In: Proc. of the 2009 IEEE Intelligent Vehicles Symposium (IV '09), pp. 875-880.
8. FACELAB, 2011. Complete Face and Eye Tracking form Seeing Machines. http://www.seeingmachines.com/.
9. García, I., Bronte, S., Bergasa, L., Hernández, N., Delgado, B., Sevillano, M., 2010. Vision-based drowsiness detector for a realistic driving simulator. In: Proc. of the 13th International IEEE Conference on Intelligent Transportation Systems (ITSC '10), pp. 887-894.
10. García, I., Hernández, N., Bergasa, L., Parra, I., Yebes, J., Gavilan, M., Quintero, R., Llorca, D., Sotelo, M., 2011. Drowsiness monitoring based on driver and driving data fusion. In: Proc. of the 14th International IEEE Conference on Intelligent Transportation Systems (ITSC '11), pp. 1199-1204.
11. Hernández, N., Jiménez, P., Bergasa, L., Delgado, B., Sevillano, M., 2010. Vision-based distraction analysis tested on a realistic driving simulator. In: Proc. of the IEEE Conference on Intelligent Transportation Systems (ITSC '10), pp. 895-902.
12. Hernández, N., Jiménez, P., Bergasa, L., Parra, I., García, I., Ocana, M., Delgado, B., Sevillano, M., 2011. Assessment of distractions inferred by in-vehicle information systems on a naturalistic simulator. In: Proc. of the 14th International IEEE Conference on Intelligent Transportation Systems (ITSC '11), pp. 1279-1284.
13. Imamura, T., Zhang, Z., Miyake, T., bin Othman, M., 2009. Development of a sensor system for grasp behavior on a steering wheel. In: Proc. of the IEEE International Conference on Systems, Man and Cybernetics (SMC '09), pp. 250-254.
14. Kircher, K., Ahlstrom, C., 2009. Issues related to the driver distraction detection algorithm attend. In: 1st International Conference on Driver Distraction and Inattention. Gothenburg, Sweden.
15. Kircher, K., 2007. Driver Distraction: A Review of the Literature. Tech. Rep. 594A of the Swedish National Road and Transport Research Institute, 2007.
16. Klauer, S.G., Dingus, T.A., Neale, V.L., Sudweeks, J.D., Ramsey, D.J., 2006. The Impact of Driver Inattention on Near-Crash/Crash Risk: An Analysis Using the 100-Car Naturalistic Driving Study Data. Tech. Rep. DOT HS 810 594 of the Virginia Tech Transportation Institute, NHTSA, April 2006.
17. Koza J.R. Genetic Programming: On the Programming of Computers by Means of Natural Selection 1992, MIT Press.
18. Larrañaga P., Kuijpers C., Murga R., Yurramendi Y. Learning bayesian network structures by searching for the best ordering with genetic algorithms. IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans 1996, 26(4):487-493.
19. Liou, Y., Nunamaker, J.F., 1990. Using a group decision support system environment for knowledge acquisition: a field study. In: Proc. of the Twenty-Third Annual Hawaii International Conference on System Sciences, vol. iii, pp. 40-49.
20. Malta L., Miyajima C., Kitaoka N., Takeda K. Analysis of real-world driver's frustration. IEEE Transactions on Intelligent Transportation Systems 2011, 12(1):109-118.
21. Martín de Diego, I., Siordia, O.S., Conde, C., Cabello, E., 2011a. Combining experts knowledge for driving risks recognition. In: Proc. of the 2011 IEEE Vehicular Electronics and Safety (ICVES '11), pp. 59-64.
22. Marti{dotless}́n de Diego I., Siordia O.S., Conde C., Cabello E. Section-wise similarities for classification of subjective-data on time series. Proc. of the 16th Iberoamerican Congress on Pattern Recognition (CIARP) LNCS 2011, vol. 7042:363-371. Springer.
23. Martín de Diego, I., Siordia, O.S., Conde, C., Cabello, E., 2012. Optimal experts' knowledge selection for intelligent driving risk detection systems. In: Proc. of the 2012 IEEE Intelligent Vehicles Symposium (IV'12), pp. 896-901.
24. Mitchell T.M. Machine Learning 1997, McGraw-Hill, New York.
25. Murphy-Chutorian, Trivedi, M., 2008. Hyhope: Hybrid head orientation and position estimation for vision-based driver head tracking. In: Proc. of the 2008 IEEE Intelligent Vehicles Symposium (IV '08), pp. 512-517.
26. Oliver, I.M., Smith, D.J., Holland, J.R.C., 1987. A study of permutation crossover operators on the traveling salesman problem. In: Proc. of the Second International Conference on Genetic Algorithms and their application, pp. 224-230.
27. Pettitt, M., Burnett, G., Stevens, A., 2005. Defining driver distraction. In: Proc. of World Congress on Intelligent Transport Systems.
28. Pickering, C.A., Burnham, K.J., Richardson, M.J., 2007. A research study of hand gesture recognition technologies and applications for human vehicle interaction. In: Proc. of the IEEE 3rd Institution of Engineering and Technology Conference on Automotive Electronics, pp. 1-15.
29. Ranney, T.A., 2008. Driver Distraction: A Review of the Literature.
30. Sheikh, Y., Datta, A., Kanade, T., 2008. On the sustained tracking of human motion. In: Proc. of the 8th IEEE International Conference on Automatic Face Gesture Recognition (FG '08), pp. 1-7.
31. Siordia, O.S., Martín de Diego, I., Conde, C., Cabello, E., 2010. Driving risk classification based on experts evaluation. In: Proc. of the 2010 IEEE Intelligent Vehicles Symposium (IV '10), pp. 1098-1103.
32. Siordia, O.S., Martín de Diego, I., Conde, C., Cabello, E., 2011a. Combining traffic safety knowledge for driving risk detection. In: Proc. of the 2011 IEEE Intelligent Transportation Systems (ITSC '11), pp. 564-569.
33. Siordia O.S., Marti{dotless}́n de Diego I., Conde C., Cabello E. Section-wise similarities for clustering and outlier detection of subjective sequential data. Proc. of the First International Workshop on Similarity-Based Pattern Recognition (SIMBAD), LNCS, 2011, vol. 7005:61-76. Springer.
34. Siordia, O.S., Martín de Diego, I., Conde, C., Cabello, E., 2011c. Wireless in-vehicle complaint driver environment recorder. In: Proc. of the International Conference on Signal Processing and Multimedia Applications (SIGMAP).
35. Siordia, O.S., Martín de Diego, I., Conde, C., Cabello, E., 2012. Accident reproduction system for the identification of human factors involved on traffic accidents. In: Proc. of the 2012 IEEE Intelligent Vehicles Symposium (IV'12), pp. 987-992.
36. SMARTEYE, 2011.: Revolutionary Eye Tracking Technology. http://www.smarteye.se/.
37. Stutts J.C., Reinfurt D.W., Staplin L., Rodgman E.A. The role of driver distraction in traffic crashes. AAA Foundation for Traffic Safety 2001.
38. Tran, C., Trivedi, M., 2009. Driver assistance for keeping hands on the wheel and eyes on the road. In: Proc. of the 2009 IEEE Vehicular Electronics and Safety (ICVES '09), pp. 97-101.
39. Turban, E., 1991. Managing knowledge acquisition from multiple experts. In: Proc. of the IEEE/ACM International Conference on Developing and Managing Expert System Programs, pp. 129-138.
40. URJC, 2011.: Rey Juan Carlos University, Urban Mobility Master. (rev. April 2012). http://www.urjc.es/estudios/titulos_propios/movilidad_urbana/.
41. Wada, T., Yoshida, M., Doi, S., Tsutsumi, S., 2010. Characterization of hurried driving based on collision risk and attentional allocation. In: Proc. of the IEEE Conference on Intelligent Transportation Systems (ITSC '10), pp. 623-628.
42. Wang J., Zhu S., Gong Y. Driving safety monitoring using semisupervised learning on time series data. IEEE Transactions on Intelligent Transportation Systems 2010, 11(3):728-737.
43. Washington S., Lord D., Persaud B. Use of expert panels in highway safety: a critique. Transportation Research Record 2009, 2102:101-107.
44. Xu, D., 2006. A neural network approach for hand gesture recognition in virtual reality driving training system of spg. In: Proc. of the 18th International Conference on Pattern Recognition (ICPR), vol. 3, pp. 519-522.