Browse > Article

Compensation for Fast Head Movements on Non-intrusive Eye Gaze Tracking System Using Kalman Filter  

Kim, Soo-Chan (Hankyong National University Graduate School of Bio and Information Technology)
Yoo, Jae-Ha (Hankyong Natinal University of Electronis Engineering)
Kim, Deok-Won (Yonsei University College of Medicine)
Publication Information
Abstract
We proposed an eye gaze tracking system under natural head movements. The system consists of one CCD(charge-coupled device) camera and two front-surface mirrors. The mirrors rotate to follow head movements in order to keep the eye within the view of the camera. However, the mirror controller cannot guarantee the fast head movements, because the frame rate is generally 30Hz. To overcome this problem, we applied Kalman filter to estimate next eye position from the current eye image. In the results, our system allowed the subjects head to move 60cm horizontally and 40cm vertically, with the head movement speed about 55cm/sec and 45cm/sec, respectively. And spatial gate resolutions were about 4.5 degree and 5.0 degree, respectively, and the gaze estimation accuracy was 92% under natural head movements.
Keywords
gaze tracking; Kalman filter; non-intrusive; natural head movement;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 Tutis Vilis, http://www.physpharm.fmd.uwo.ca
2 D. Robinson, 'A method of measuring eye movement using a scleral search coil in a magnetic field,' IEEE Trans Biomed Eng, vol 10, pp.137-45, 1963
3 D. Zhu, S.T. Moore, T. Raphan, 'Robust pupil center detection using a curvature algorithm,' Comput Methods Programs Biomed vol. 59: 145-57, 1999   DOI   ScienceOn
4 H. Craig, N. Borna, L. Peter, 'A single camera eye-gaze tracking system with free head motion,' in Proc. of the 2006 symposium on Eye tracking research & applications, pp.87-94, San Diego, USA, March, 2006
5 Y. Ebisawa, M. Ohtani, A. Sugioka, S. Esaki, 'Single mirror tracking system for free-head video-based eye-gazedetection method,' Engineering in Medicine and Biology society, 1997. Proceedings of the 19th Annual International Conference of the IEEE, vol. 4, pp. 1448-1451, 1997
6 M. L. Phillips and A.S. David, 'Visual scan paths are abnormal in deluded schizophrenics,' Neuropsychologia, vol. 35, pp. 99-105, 1997   DOI   ScienceOn
7 Y. Ebisawa, 'Improved video-based eye-gaze detection method,' Instrumentation and Measurement, IEEE Transactions on, vol. 47, pp. 948-955, 1998   DOI   ScienceOn
8 R. B. Murray, M. H. Loughnane, 'Infrared video pupillometry: a method used to measure the pupillary effects of drugs in small laboratory animals in real time,' J Neurosci Methods 1981; 3: 365-75   DOI   ScienceOn
9 Q. Ji and X. J. Yang 'Real-time eye, gaze, and face pose tracking for monitoring driver vigilance,' Real-Time Imaging, 8, pp. 357-377, 2002   DOI   ScienceOn
10 김수찬, M. Sked, Q.. Ji, '머리 움직임이 자유로운 안구 응시 추정 시스템,' 전자공학회논문지, 제41권 SC편, 제5호, 57-64쪽, 2004년 9월
11 O. Takehiko, M. Naoki, 'A free-head, simple calibration, gaze tracking system that enables gaze-based interaction,' in Proc. of the 2004 symposium on Eye tracking research & applications, pp. 115-122, San Antonio, USA, March, 2004
12 B. Noureddin, P. D. Lawrence, C. F. Man, 'A non-contact device for tracking gaze in a human computer interface,' Computer Vision and Image Understanding, vol. 98, Issue 1, 52-82, 2005   DOI   ScienceOn
13 M. J. Green, L. M. Williams, D. Davidson, 'Visual scanpaths to threat-related faces in deluded schizophrenia,' Psychiatry Res. vol. 119(3), pp.271-85, 2003   DOI   ScienceOn
14 D. H. Yoo, M. J. Chung, 'A novel non-intrusive eye gaze estimation using cross-ratio under large head motion,' Computer Vision and Image Understanding, Vol98, Issue 1, 25-51, 2005   DOI   ScienceOn
15 Greg Welch and Gary Bishop, An Introduction to the Kalman Filter, http://www.cs.unc.edu/~welch/kalman/kalmanIntro.html, July, 2006
16 D. F. Specht, 'A General Regression Neural Network,' IEEE Transactions on Neural Networks, vol.2, pp. 568-576, 1991   DOI   ScienceOn
17 G. Csibra, 'Teleological and referential understanding of action in infancy,' Philos Trans R Soc Lond B Biol Sci, vol. 358, pp. 447-58, 2003   DOI   ScienceOn
18 이의철 박강령 조용주, '1인칭 슈팅 게임에서 눈동자 시선 추적에 의한 3차원 화면 조정,' 멀티미디어학회논문지, 제8권, 제10호, 1293-1305쪽, 2005
19 H. Bekkering and S.F.W. Neggers, 'Visual search is modulated by action intentions,' Psychological Science, 13, pp. 370-374, 2002   DOI   ScienceOn
20 M. K. Tanenhaus and M. J. SpiveyKnowlton, 'Eye-tracking,' Language and Cognitive Processes, vol. 11, pp. 583-588, 1996   DOI