An Adaptive Gaze Tracking System in the Diverse Environment

Authors

  • Chiao-Wen Kao National Central University, Taiwan
  • Hui-Hui Chen Ming Chuan University, Taiwan
  • Shyi-Huey Wu Vanung University, Taiwan
  • Bor-Jiunn Hwang Ming Chuan University, Taiwan
  • Hung-Sheng Lai Fu Jen Catholic University, Taiwan

DOI:

https://doi.org/10.47738/ijiis.v5i1.124

Keywords:

Learning Behavior, Learning Effect, Adaptive Gaze Tracker

Abstract

For understanding the learning effect, the gaze tracking is a more objective method to collect the data on eye movement and used to analyze the learning behaviors. In order to provide an analysis tool to apply in diverse environments, an adaptive gaze tracking system is proposed in this paper. This system can offer helpful suggestions for educators when improving the instruction. Additionally, the experimental results show that the estimation of gaze points was successful even when the distance and head rotation alter.

References

H. C. Chen, H. D. Lai, and F. C. Chiu. "Eye Tracking Technology for Learning and Education," Journal of Research in Education Sciences, vol. 55, no. 4, pp. 39-68, Dec. 2010.

D. L. Tang, T. R. Lee, and C. M. Tsai. "An Exploratory Study on Relationship between Preference and Scanpath-Evidence from Color Preference Sorting Task," Chinese Journal of Psychology, vol. 47, no. 4, pp. 339-351, Dec. 2005.

Hansen D. and Q. Ji, " In the eye of the beholder: A survey of models for eyes and gaze," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol.32, Issue 3, 2010, pp. 478–500.

Sigut J. and Sidha S., "Iris Center Corneal Reflection Method for Gaze Tracking Using Visible Light," IEEE Transaction on Biomedical Engineering, Vol. 58, Issue 2, 2011, pp. 411-419.

Juan J. Cerrolaza, Arantxa Villanueva, and Rafael Cabeza, "Study of Polynomial Mapping Functions in Video-Oculography Eye Trackers," ACM Transactions on Computer-Human Interaction, Vol. 19, Issue 2, 2012, Article 10

Xiao-Hui Yang, Jian-De Sun, Ju Liu, Xin-Chao Li, Cai-Xia Yang, and Wei Liu, "A Remote Gaze Tracking System Using Gray-Distribution-Based Video Processing," Biomedical Engineering: Applications, Basis and Communications, Vol. 24, Issue 3, 2012, pp.217-227

Y. Sugano, Y. Matsushita, Y. Sato, "Appearance-Based Gaze Estimation Using Visual Saliency," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 35, No. 2, Feb. 2013, pp. 329-341.

H.R. Chennamma and Xiaohui Yuan, "A survey on eye-gaze tracking techniques," Indian Journal of Computer Science and Engineering, Vol. 4, Issue 5, October 2013, pp. 388 - 393.

Kenneth Alberto Funes Mora, Jean-Marc Odobez, "Gaze Estimation from Multimodal Kinect Data," IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 25-30, 2012.

Reza Jafari and Djemel Ziou, "Gaze estimation using Kinect/PTZ camera," IEEE International Symposium on Robotic and Sensors Environments (ROSE), 2012, pp. 13- 18.

C.W. Kao, B.J. Hwang, C.W. Yang, K.C. Fan, C.P. Huang, "A Novel with Low Complexity Gaze Point Estimation Algorithm," First International Conference on Instrumentation, Measurement, Computer, Communication and Control (IMECS 2012), pp. 204-208, March 14-16, Hong Kong, 2012.

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Published

2022-01-24

Issue

Vol. 5 No. 1: January 2022

Section

Articles

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