Gaze detection by wearable eye-tracking and NIR LED-based head-tracking device based on SVR

ETRI Journal

Volumn 34, Issue 4, 2012, Pages 542-552

  Cho, Chul Woo ^a   Lee, Ji Woo ^a   Shin, Kwang Yong ^a   Lee, Eui Chul ^b   Park, Kang Ryoung ^a   Lee, Heekyung ^c   Cha, Jihun ^c  

^a Dongguk University   (South Korea)

^b Sangmyung University   (South Korea)

^c Electronics and Telecommunications Research Institute (ETRI)   (South Korea)

Author keywords

Gaze tracking; Large sized display; Support vector regression

Indexed keywords

BINARIZATIONS; EYE-TRACKING; FEATURE VALUES; GAZE DETECTION; GAZE ESTIMATION; GAZE-TRACKING; HEAD MOVEMENTS; INFRARED LIGHT-EMITTING DIODES; NEAR INFRARED CAMERAS; ROOT MEAN SQUARE ERRORS; SUPPORT VECTOR REGRESSION (SVR);

EDGE DETECTION; EYE MOVEMENTS; MEAN SQUARE ERROR;

LIGHT EMITTING DIODES;

EID: 84864921485     PISSN: 12256463     EISSN: 22337326     Source Type: Journal    
DOI: 10.4218/etrij.12.0111.0193     Document Type: Article

References (33)

1. D.H. Yoo and M.J. Chung, "A Novel Non-intrusive Eye Gaze Estimation Using Cross-Ratio Under Large Head Motion," Computer Vision Image Understanding, vol. 98, no. 1, Apr. 2005, pp. 25-51.
2. J.G. Wang and E. Sung, "Study on Eye Gaze Estimation," IEEE Trans. Syst. Man, Cybern. B, Cybern., vol. 32, no. 3, 2002, pp. 332-350. (Pubitemid 34692406)
3. S.W. Shih and J. Liu, "A Novel Approach to 3-D Gaze Tracking Using Stereo Cameras," IEEE Trans. Systems, Man, Cybernetics-Part B: Cybernetics, vol. 34, no. 1, Feb. 2004, pp. 234-245.
4. E. Murphy-Chutorian et al., "Head Pose Estimation for Driver Assistance Systems: A Robust Algorithm and Experimental Evaluation," Proc. IEEE ITSC, 2007, pp. 709-714.
5. E.C. Lee and K.R. Park, "3D First Person Shooting Game by Using Eye Gaze Tracking," J. Korea Inf. Process. Society, vol. 12-B, no. 4, Aug. 2005, pp. 465-472 (in Korean).
6. P. Chaudhuri, G. Papagiannakis, and N. Magnenat-Thalmann, "Camera-Based Gaze Control for Virtual Characters," Proc. 4th Int. Conf. Enactive Interfaces, Nov. 2007.
7. E.C. Lee and K.R. Park, "A Study on Eye Gaze Estimation Method Based on Cornea Model of Human Eye," Lecture Notes Computer Science (MIRAGE 2007), vol. 4418, 2007, pp. 307-317. (Pubitemid 350259249)
8. E.C. Lee and K.R. Park, "A Robust Eye Gaze Tracking Method Based on Virtual Eyeball Model," Mach. Vision Appl., vol. 20, no. 5, 2009, pp. 319-337.
9. C.W. Cho et al., "Robust Gaze-Tracking Method by Using Frontal-Viewing and Eye-Tracking Cameras," Optical Engineering, vol. 48, no. 12, Dec. 2009, 127202.
10. Y.J. Ko, E.C. Lee, and K.R. Park, "A Robust Gaze Detection Method by Compensating for Facial Movements Based on Corneal Specularities," Pattern Recognition Lett., vol. 29, no. 10, July 2008, pp. 1474-1485.
11. J.W. Bang, E.C. Lee, and K.R. Park, "New Computer Interface Combining Gaze Tracking and Brainwave Measurements," IEEE Trans. Consum. Electron., vol. 57, no. 4, Nov. 2011, pp. 1646-1651.
12. C.W. Cho et al., "A Gaze Tracking Method as an IPTV Interface," Proc. 12th ICACT, Feb. 2010, pp. 1699-1703.
13. L. Piccardi et al., "WearCam: A Head Mounted Wireless Camera for Monitoring Gaze Attention and for the Diagnosis of Developmental Disorders in Young Children," Proc. 16th IEEE Int. Symp. Robot Human Interactive Commun., Aug. 2007, pp. 594-598.
14. H. Yamazoe et al., "Remote Gaze Estimation with a Single Camera Based on Facial-Feature Tracking without Special Calibration Actions," Proc. Symp. Eye Tracking Research Appl., Mar. 2008, pp. 245-250.
15. Z. Zhu and Q. Ji, "Eye and Gaze Tracking for Interactive Graphic Display," Mach. Vision Appl., vol. 15, no. 3, 2004, pp. 139-148. (Pubitemid 40877340)
16. EyeTech (VT1), http://www.eyetechaac.com (accessed on Dec. 28, 2011).
17. http://www.logitech.com (accessed on Dec. 28, 2011).
18. J.W. Lee et al., "3D Gaze Tracking Method Using Purkinje Images on Eye Optical Model and Pupil," Optics Lasers Engineering, vol. 50, no. 5, 2012, pp. 736-751.
19. A. Vogel et al., "Optical Properties of Human Sclera, and Their Consequences for Transscleral Laser Applications," Lasers Surg. Med. vol. 11, no. 4, 1991, pp. 331-340.
20. E.V. Koblova et al., "Estimation of Melanin Content in Iris of Human Eye," Proc. SPIE, vol. 5688, 2005, pp. 302-311. (Pubitemid 40953820)
21. P. Magnan, "Detection of Visible Photons in CCD and CMOS : A Comparative View," Nuclear Instruments Methods Physics Research Section A: Accelerators, Spectrometers, Detectors, Associated Equipment, vol. 504, no. 1, May 2003, pp. 199-212.
22. M. Yamato et al., "Quick Button Selection with Eye Gazing for General GUI Environments," Proc. Int. Conf. Software: Theory Practice, Chinese Institute Electron., China Computer Federation, China Institute Commun., 2000, pp.712-719.
23. D.H. Yoo and M.J. Chung, "Non-intrusive Eye Gaze Estimation without Knowledge of Eye Pose," Proc. 6th IEEE Int. Conf. Autom. Face Gesture Recognition, 2004, pp. 785-790.
24. J. Zhu and J. Yang, "Subpixel Eye Gaze Tracking," Proc. 5th IEEE Int. Conf. Autom. Face Gesture Recognition, May 2002, pp. 124-129.
25. D.S. Jeong et al., "A New Iris Segmentation Method for Non-ideal Iris Images," Image Vision Computing, vol. 28, no. 2, Feb. 2010, pp. 254-260.
26. J.G. Daugman, "How Iris Recognition Works," IEEE Trans. Circuits Syst. Video Technol., vol. 14, no. 1, 2004, pp. 21-30.
27. R.C. Gonzalez and R.E. Woods, Digital Image Processing, 2nd ed., Englewood Cliffs, NJ: Prentice-Hall, 2002.
28. J.B. Eskridge et al., "The Hirschberg Test: A Double-Masked Clinical Evaluation," American J. Optometry Physiological Optics, vol. 65, no. 9, Sept. 1988, pp. 745-750.
29. H. Drucker et al., "Support Vector Regression Machines," Advances Neural Inf. Process. Syst., vol. 9, 1996, pp. 155-161.
30. A. Smola and B. Scholkopf, "A Tutorial on Support Vector Regression," Statistics Computing, vol. 14, 2004, pp. 199-222. (Pubitemid 39063488)
31. J.A. Freeman and D.M. Skapura, Neural Networks: Algorithms, Applications, and Programming Techniques, Reading, MA: Addison-Wesley, 1991.
32. D. Model and M. Eizenman, "User-Calibration-Free Remote Gaze Estimation System," Proc. Symp. Eye Tracking Research Appl., Mar. 2010, pp. 29-36.
33. J.S. Agustin et al., "Evaluation of a Low-Cost Open-Source Gaze Tracker," Proc. Symp. Eye Tracking Research Appl., Mar. 2010, pp. 79-80.