Eye-tracker data filtering using pulse coupled neural network

Proceedings of the IASTED International Conference on Modelling and Simulation

Volumn 2006, Issue , 2006, Pages 91-96

  Chartier, Sylvain ^a   Renaud, Patrice ^b  

^a UNIVERSITÉ DU QUÉBEC EN OUTAOUAIS   (Canada)

^b Institut Philippe Pinel de Montreal   (Canada)

Author keywords

Eye tracker; Filter; Median; Noise; Pulse couple neural network

Indexed keywords

NEURAL NETWORKS; NONLINEAR FILTERING; SIGNAL TO NOISE RATIO; SPURIOUS SIGNAL NOISE; WAVE FILTERS;

EYE TRACKERS; MEDIAN; PULSE COUPLED NEURAL NETWORK (PCNN);

DATA REDUCTION;

EID: 33751247311     PISSN: 10218181     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (20)

1. R. M. Satava, Medical applications of virtual reality, Journal of medical Systems, 19, 1995, 275-280.
2. M. F. Land, & D. N. Lee, Where we look when we steer, Nature, 369, 1994, 742-744.
3. P. Suppers, Eye-movement models for arithmetic and reading performance, Eye movements and their role in visual and cognitive processes (E. Kowler, New York: Elsevier, 1990, 455-477).
4. L. E. Magee, Virtual reality simulator (VRS) for training ship and handling skills, Virtual reality, training's future? (R. J. Seidel & P. R. Chantelier, New York: Plenum, 1997, 19-29).
5. L. Gamberini, P. Cottone, D. Spagnolli, D. Varotto, D. & G. Mantovani, Responding to a fire emergency in a virtual environment: Different patterns of action for different situations, Ergonomics, 46, 2003, 842-858.
6. P. Renaud, S. Décarie, L. Gourd, B. Paquin, and S. Bouchard, Eye-tracking in immersive environments: a general methodology to analyze affordance-based interactions from oculomotor dynamics, Cyberpsychology and Behavior, 6, 2003, 519-526.
7. P. Renaud, J.-F. Cusson, S. Bernier, J. Décarie, S.-P. Gourd, & S. Bouchard, S., Extracting perceptual and motor invariants using eye-tracking technologies in virtual immersions. HAVE'2002-IEEE (Institute of Electrical and Electronics Engineers) International Workshop on Haptic Virtual Environments and their Applications, Ottawa (November), 2002, 73-78.
8. P. Renaud, J. Proulx,. J.-L. Rouleau, S. Bouchard, G. Madrigrano, J. Bradford, & P. Fedoroff, The recording of observational behaviors in virtual immersion: A new clinical tool to address the problem of sexual preferences with paraphiliacs. Annual review of Cybertherapy and Telemedecine, 3, 2005, 85-92.
9. A. T. Duchowski, E. Medlin, N. Cournia, H. Murphy, A. Gramopadhye, S. Nair, J. Vorah, B. Melloy, 3D Eye Movement Analysis, Behavior Research Methods, Instruments, & Computers (BRMIC), 34(4), 2002,.573-591.
10. G. Albert, P. Renaud, S. Chartier, L. Renaud, L. Sauvé, & S. Bouchard, Scene Perception, Gaze Behavior and Perceptual Learning in Virtual Environments, CyberPsychology and Behavior, 8, 2005, 592-600.
11. B. Law, Eye movements in a virtual laparoscopic training environment, unpublished master thesis, Simon Fraser University, Canada, 2003.
12. T. Chen, & H. R. Wu, Space Variant Median Filters for the Restoration of Impulse Noise Corrupted Images, IEEE Transactions on Circuits and Systems-II: Analog and Digital Signal Processing, 48, 2001, 784-789.
13. C. Chandra, M. S. Moore, S. K. Mitra, An Efficient Method for the Removal of Impulse Noise From Speech and Audio Signals. Proceeding to IEEE International Symposium on Circuits and Systems, 1999, 206-209.
14. T. M. Nazmy, Evaluation of the PCNN standard model fro image processing purposes, International Journal of Intelligent Computing and Information Sciences, 4(2), 2004, 101-111.
15. Y. D. Ma, F. Shi, & L. Li, A New Kind of Impulse Noise Filter Based on PCNN. Proceeding of the International Conference on Neural Networks and Signal Processing, 1, 2003, 152-155.
16. J. L. Johnson, & M. L. Padgett, PCNN Models and Applications, IEEE Transactions on Neural Networks, 10(3), 1999, 480-498.
17. R. Eckorn, H. J. Reitboeck, M. Arndt, & P. W. Dicke, Feature linking via synchronization among distributed assemblies: Simulation of results from cat cortex, Neural Computation, 2, 1990, 293-307.
18. J. L. Johnson, & D. Ritter, Observation of periodic waves in a pulse-coupled neural network, Optics Letters, 78(5), 1993, 1253-1255.
19. E. Abreu, M. Lightstone, S. K. Mitra, & K. Arakawa, A New Efficient Approach for the Removal of Impulse Noise from Highly Corrupted Images, IEEE Transactions on Image Processing, 5, 1996, 1012-1025.
20. M. Nakayama, & Y. Shimizu, An estimation model of pupil size for 'blink artifact' and its applications, Proceedings of the European Symposium on Artificial Neural Networks (ESANN'2002), 2002, 251-256