Using retina modelling to characterize blinking: Comparison between EOG and video analysis

Machine Vision and Applications

Volumn 23, Issue 6, 2012, Pages 1195-1208

  Picot, Antoine ^a   Charbonnier, Sylvie ^b   Caplier, Alice ^b   Vu, Ngoc Son ^b  

^a UNIVERSITÉ DE TOULOUSE   (France)

^b UNIV GRENOBLE ALPES   (France)

Author keywords

Blink detection; Drowsiness; EOG; High frame rate camera; Illumination invariant; Retinal processing

Indexed keywords

DROWSINESS; EOG; HIGH FRAME RATE; ILLUMINATION INVARIANT; RETINAL PROCESSING;

ACCIDENTS; CAMERAS; EYE PROTECTION; HUMAN COMPUTER INTERACTION;

SIGNAL DETECTION;

EID: 84870251245     PISSN: 09328092     EISSN: 14321769     Source Type: Journal    
DOI: 10.1007/s00138-011-0374-4     Document Type: Article

References (34)

1. Anscombe, F.J.: Graphs in statistical analysis. Am. Stat. 27, 17-21 (1973)
2. Ben Khalifa, K., Bdoui, M.H., Dogui, M., Alexandre, F.: Alertness states classification by SOM and LVQ neural networks. Int. J. Inform. Technol. 4, 228-231 (2004)
3. Benoit, A., Caplier, A.: Motion Estimator Inspired from Biological Model for Head Motion Interpretation. WIAMIS, Montreux, Switzerland (2005)
4. Bergasa, L.M., Nuevo, J., Sotelo, M.A., Barea, R., Lopez, M.E.: Real-time system for monitoring driver vigilance. IEEE Trans. Intell. Transp. Syst. 7(1), 63-77 (2006)
5. Boverie, S., Giralt, A.: Driver vigilance diagnostic based on eyelid movement observation. In: Proceedings of the 17th IFAC World Congress, Seoul, South Korea (2008)
6. Caffier, P., Erdmann, U., Ullsperger, P.: Experimental evaluation of eyeblink parameters as adrowsiness measure. Eur. J. Appl. Physiol. 89, 319-325 (2003)
7. Damousis, I., Cester, I., Nikolaou, S., Tzovaras, D.: Psychological indicators based sleep onset prediction for the avoidance of driving accidents. In: Proceedings of the 29th IEEE EMBS conference, Lyon, France (2007)
8. Galley, N., Schleicher, R., Galley, L.: Blink parameter as indicators of driver's sleepiness - possibilities and limitations. Vis. Veh. 10, 189-196 (2004)
9. Georghiades, A.S., Belhumeur, P.N.: From few to many: illumination cone models for face recognition under variable lighting and pose. IEEE Trans. PAMI 23, 643-660 (2001)
10. Gillberg, M., Kecklund, G., Akerstedt, T.: Sleepiness and performance of professional drivers in a truck simulator - comparisons between day and night driving. J. Sleep Res. 5, 12-15 (1996)
11. Horng, W.-B., Chen, C.-Y., Chang, Y., Fan, C.-H.: Driver fatigue detection based on eye tracking and dynamk, template matching. In: Proceedings of the IEEE International Conference on Networking, Sensing and Control, Taipei Taiwan (2004)
12. Jammes, B., Sharabty, H., Esteve, D.: Automatic EOG analysis: a first step toward automatic drowsiness scoring during wake sleep transitions. Somnologie 12(3), 227-232 (2008)
13. Ji, Q., Yang, X.: Real-Time Eye, Gaze, and Face Pose Tracking for Monitoring Driver Vigilance. Real Time Imaging 8, 357-377 (2002)
14. Jimenez, P., Nuevo, J., Bergasa, L.M., Sotelo, M.A.: Face tracking and pose estimation with automatic three-dimensional model construction. IET Comput. Vis. Special Iss. 3D Face Process. 3, 93-102 (2009)
15. Johns, M.W., Tucker, A., Chapman, R., Crowley, K., Michael, N.: Monitoring eye and eyelid movements by infrared reflectance oculography to measure drowsiness in drivers. Somnologie 11, 234-242 (2007)
16. Kalman, R.E.: A new approach to linear filtering and prediction problems. J. Basic Eng. 82(1), 35-45 (1960)
17. Knipling, R.: PERCLOS: a valid psychophysiological measure of alertness as assessed by psychomotor vigilance. Federal Highway Administration (FHWA) (1998)
18. Kothari, R., Mitchell, J.L.: Detection of eye locations in unconstrained visual images. In: Proceedings of the IEEE ICIP conference, Lausanne, Switzerland (1996)
19. Marcotte, T.D., Scot, J.C., Lazzaretto, D., Rosenthal, T.J.: Long-term stability of standard deviation of lateral position in neurocog-nitively normal and impaired individuals. Adv. Transp. Stud. Int. J. 57-65 (2004) (special issue)
20. Muzet, A., Pbayle, T., Langrognet, J., Otmani, S.: AWAKE Pilot study no.2: Testing steering grip sensor measures, CEPA, IST-2000-28062 (2003)
21. Picot, A., Caplier, A., Charbonnier, S.: Drowsiness detection based on visual signs: blinking analysis based on high frame rate video, Proceedings of the IEEE International Instrumentation and Measurement Technology Conference, Austin (TX), USA (2010)
22. Picot, A., Charbonnier, S., Caplier, A.: Monitoring drowsiness online using a single encephalographic channel. de Mello, C.A.B. (Ed.) Biomedical Engineering, pp. 145-164 (2010). ISBN 978-953-307-013-1
23. Pilutti, T., Ulsoy, G.: On-line identification of driver state for lane-keeping tasks. In: Proceedings of the 14th American Control Conference, Seattle (WA), USA (1995)
24. Renner, G., Mehring, S.: Lane departure and drowsines - two major accident causes - one safety system. Transport Research Laboratory (1997)
25. Rosipal, R., Peters, B., Kecklund, G., Akerstedt, T., Gruber, G., Woertz, M., Anderer, P., Dorffner, G.: EEG-based drivers' drowsiness monitoring using a hierarchical Gaussian mixture model. Hum. Comp. Interact. 16, 294-303 (2007)
26. Schleicher, R., Galley, N., Briest, S., Galley, L.: Blinks and sac-cades as indicators of fatigue in sleepiness warnings: looking tired?. Ergonomics 51(7), 982-1010 (2008)
27. Shannon, C.: A mathematical theory of communication. Bell Syst. Tech. J. 27, 379-423 (1948)
28. Ueno, H., Kaneda, M., Tsukino, M.: Development of drowsiness detection system. In: Proceedings of the Vehicle Navigation and Information Systems Conference, Yokohama, Japan (1994)
29. Viola, P., Jones, M.: Robust real-time object detection. Int. J. Com-put. Vis. 57(2), 137-154 (2002)
30. Viola, P., Jones, M.: Fast Multi-View Face detection. MERL, TR2003-96 (2003)
31. Vu, N.-S., Caplier, A.: Illumination-robust face recognition using the retina modelling. Proceedings of the IEEE International Conference on Image Processing, Cairo, Egypt (2009)
32. Zhou, Z.-H., Geng, X.: Projection functions for eye detection. Pattern Recogn. 37(5), 1049-1056 (2004)
33. http://www.bioid.com/
34. http://mplab.ucsd.edu/grants/project1/free-software/mptwebsite/API/index. html