Eye tracking in the wild

Computer Vision and Image Understanding

Volumn 98, Issue 1, 2005, Pages 155-181

  Hansen, Dan Witzner ^a   Pece, Arthur E C ^b,c  

^a IT UNIVERSITY OF COPENHAGEN   (Denmark)

^b Heimdall Vision   (Denmark)

^c UNIVERSITY OF COPENHAGEN   (Denmark)

Author keywords

Condensation; Contour tracking; Expectation maximization; Eye tracking; Gaze estimation; Particle filter

Indexed keywords

CAMERAS; COMPUTATIONAL GEOMETRY; EYE MOVEMENTS; FEATURE EXTRACTION; FOCUSING; IMAGING TECHNIQUES; INFRARED RADIATION; OPTIMIZATION; PARAMETER ESTIMATION; TRACKING (POSITION);

CONTOUR TRACKING; EXPECTATION MAXIMIZATION; EYE TRACKING; GAZE ESTIMATION; PARTICLE FILTERS;

COMPUTER VISION;

EID: 10044254550     PISSN: 10773142     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cviu.2004.07.013     Document Type: Article

References (53)

1. D. Beymer, M. Flickner, Eye gaze tracking using an active stereo head, in: IEEE Computer Vision and Pattern Recognition (CVPR), vol. II, 2003, pp. 451-458.
2. T.F. Cootes, C.J. Taylor, Active shape models - 'smart snakes', in: Proc. British Machine Vision Conf., BMVC92, 1992, pp. 266-275.
3. J. Coughlan, A. Yuille, C. English, D. Snow, Efficient deformable template detection and localization without user initialization, Comput. Vis. Image Understand. 78 (3) (2000) 303-319.
4. J. Deng, F. Lai, Region-based template deformation and masking for eye-feature extraction and description, Pattern Recognit. 30 (1997) 403-419.
5. Y. Ebisawa, S. Satoh, Effectiveness of pupil area detection technique using two light sources and image difference method, in: 5th Annual Int. Conf. of the IEEE Eng. in Medicine and Biology Society, 1993, pp. 1268-1269.
6. G. Edwards, T.F. Cootes, C.J. Taylor, Face recognition using active appearance models, in: ECCV'98. 5th European Conf. on Computer Vision. Proc, vol. 2, Springer-Verlag, 1998, pp. 581-95.
7. K. Grauman, M. Betke, J. Gips, G. Bradski, Communication via eye blinks: detection and duration analysis in real time, in: IEEE Computer Vision and Pattern Recognition (CVPR), vol. I, 2001, pp. 1010-1017.
8. P. Hallinan, Recognizing human eyes, SPIE 1570 (1991) 214-226.
9. D.W. Hansen, J.P. Hansen, M. Nielsen, A.S. Johansen, M.B. Stegmann, Eye typing using markov and active appearance models, in: IEEE Workshop on Applications on Computer Vision, 2003, pp. 132-136.
10. R. Herpers, M. Michaelis, K. Lichtenauer, G. Sommer, Edge and keypoint detection in facial regions, in: Int. Conf. on Automatic Face and Gesture Recognition, 1996.
11. J. Huang, D. Mumford, Statistics of natural images and models, in: IEEE Computer Vision and Pattern Recognition (CVPR), vol. I, 1999, pp. 541-547.
12. T. Hutchinson Jr., K. Reichert, L. Frey, Human-computer interaction using eye-gaze input, IEEE Trans. Syst. Man Cybernet. 19 (1989) 1527-1533.
13. M. Isard, A. Blake, Contour tracking by stochastic propagation of conditional density, in: Eur. Conf. on Computer Vision, 1996, pp. 343-356.
14. J. Ivins, J. Porrill, A deformable model of the human iris for measuring small 3-dimensional eye movements, Mach. Vis. Appl. 11 (1) (1998) 42-51.
15. Q. Ji, X. Yang, Real time visual cues extraction for monitoring driver vigilance, Lecture Notes Comput Sci 2095 (2001) 107.
16. Q. Ji, Z. Zhu, Eye and gaze tracking for interactive graphic display, in: Proceedings of the 2nd International Symposium on Smart graphics, 2002, pp. 79-85.
17. M. Kass, A. Witkin, D. Terzopoulos, Snakes: active contour models, in: Int. Conf. on Computer Vision, 1987, pp. 259-268.
18. S. Kawato, N. Tetsutani, Detection and tracking of eyes for gaze-camera control, in: VI02, 2002, p. 348.
19. K. Lam, H. Yan, Locating and extracting the eye in human face images, Pattern Recognit. 29 (1996) 771-779.
20. LC Technologies, 2004. Available from: 〈http://www.eyegaze.com〉. LC Technologies INC.
21. G. Loy, A. Zelinsky, Fast radial symmetry for detecting points of interest, PAMI (2003) 959-973.
22. J. MacCormick, A. Blake, A probabilistic contour discriminant for object localisation, in: Int. Conf. on Computer Vision, 1998, pp. 390-395.
23. P. Majaranta, K.-J. Räihä, Twenty years of eye typing: systems and design issues, in: Symposium on ETRA 2002: Eye Tracking Research Applications Symposium, New Orleans, Louisiana, 2002, pp. 944-950.
24. Y. Matsumoto, T. Ogasawara, A. Zelinsky, Behaviour recognition based on head pose and gaze direction measurement, in: IEEE/RSJ Int. Conf. on Intelligent Robots and Systems (IROS), 2000, pp. 2127-2132.
25. Y. Matsumoto, A. Zelinsky, An algorithm for real-time stereo vision implementation of head pose and gaze direction measurement, in: Int. Conf. on Automatic Face and Gesture Recognition, 2000, pp. 499-504.
26. B. Moghaddam, A. Pentland, Probabilistic visual learning for object representation, PAMI 19 (7) (1997) 696-710.
27. C. Morimoto, D. Koons, A. Amir, M. Flickner, Pupil detection and tracking using multiple light sources, IVC 18 (4) (2000) 331-335.
28. R. Newman, Y. Matsumoto, S. Rougeaux, A. Zelinsky, Real-time stereo tracking for head pose and gaze estimation, in: Int. Conf. Automatic Face and Gesture Recognition, 2000, pp. 122-128.
29. M. Nixon, Eye spacing measurements for facial recognition, Appl. Digital Image Process. 575 (VIII) (1985) 279-285.
30. T. Ohno, N. Mukawa, A free-head, simple calibration, gaze tracking system that enables gaze-based interaction, in: Eye Tracking Research and Applications Symposium, 2004, pp. 115-122.
31. A. Pece, A. Worrall, Tracking with the EM contour algorithm, in: Eur. Conf. on Computer Vision, vol. I, 2002, pp. 3-17.
32. A.E.C. Pece, The Kalman-EM contour tracker, in: Proc. third Workshop on Statistical and Computational Theories of Vision: SCTV 2003, 2003. Available from: URL 〈http://department.stat.ucla.edu/~yuille/meetings/2003_workshop.php〉.
33. D. Pomerleau, S. Baluja, Non-intrusive gaze tracking using artificial neural networks, in: CMU-CS-TR, 1994.
34. S. Roweis, L. Saul, Nonlinear dimensionality reduction by locally linear embedding, Science 290 (5500) (2000) 2323-2326.
35. S.-W. Shih, J. Liu, A novel approach to 3-d gaze tracking using stereo cameras, IEEE Trans. Syst. Man Cybernet. 34 (1) (2004) 234-245.
36. H. Sidenbladh, M.J. Black, Learning the statistics of people in images and video, Int. J. Comput. Vis. 54 (1-3) (2003) 183-209.
37. Smart Eyes, 2004. Available from: 〈http://www.smarteye.se〉. Smart Eyes A/B.
38. K.Tan, D. Kriegman, N. Ahuja, Appearance-based eye gaze estimation, in: Workshop on Applications of Computer Vision, 2002, pp. 191-195.
39. P. Tissainayagam, D. Suter, Tracking multiple object contour with automatic motion model switching, in: Int. Conf. on Pattern Recognition, 2000.
40. Tobii, 2004. Available from: 〈http://www.tobii.se/〉. Tobii Technologies.
41. A. Tomono, M. Iida, Y. Kobayashi, A tv camera system which extracts feature points for non-contact eye movement detection, in: SPIE Optics, Illumination, and Image Sensing for Machine Vision., vol 1194, 1989, pp. 2-12.
42. A. Villanueva, R. Cabeza, S. Porta, Eye tracking system model with easy calibration, in: Eye Tracking Research and Applications Symposium, 2004, pp. 55-55.
43. P. Viola, M. Jones, Robust real-time face detection, in: Int. Conf. on Computer Vision, vol. II, 2001, p. 747.
44. J. Wang, E. Sung, Gaze determination via images of irises, Image Vis. Comput. 19 (12) (2001) 891911.
45. J.-G. Wang, E. Sung, R. Venkateswarlu, Eye gaze estimation from a single image of one eye, in: Ninth IEEE Int. Conf. on Computer Vision, 2003, pp. 136-143.
46. D.J. Ward, A.F. Blackwell, D.J.C. MacKay, Dasher: a gesture driven data entry interface for mobil computing, Hum Comput. Interact. 17 (2002) 199-228.
47. L. Xu, D. Machin, P. Sheppard, A novel approach to real-time non-intrusive gaze finding, in: British Machine Vision Conference, 1998.
48. J. Yang, R. Stiefelhagen, U. Meier, A. Waibel, Robust detection of facial features by generalized symmetry, in: Int. Conf. on Pattern Recognition, vol. I, 1992, pp. 117-120.
49. D. Young, H. Tunley, R. Samuels, Specialised hough transform and active contour methods for real-time eye tracking. Tech. Rep. 386, School of Cognitive and Computing Sciences, University of Sussex, 1995.
50. A. Yuille, J. Coughlan, Fundamental limits of Bayesian inference: Order parameters and phase transitions for road tracking, IEEE Trans. Pattern Anal. Mach. Intell. 22 (2) (2000) 160-173.
51. A.L. Yuille, P.W. Hallinan, D. Cohen, Feature extraction from faces using deformable templates, Int. J. Comput. Vis. 8 (2) (1992) 99-111.
52. Z. Zhu, K. Fujimura, Q. Ji, Real-time eye detection and tracking under various light conditions, in: Symposium on ETRA 2002: Eye Tracking Research Applications Symposium, New Orleans, Louisiana, 2002a, pp. 139-144.
53. Z. Zhu, Q. Ji, K. Fujimura, Combining kalman filtering and mean shift for real time eye tracking, in: Int. Conf. on Pattern Recognition, vol. IV, 2002b, pp. 318-321.