ABSTRACT
The paper presents the algorithm supporting an implicit calibration of eye movement recordings. The algorithm does not require any explicit cooperation from users, yet it uses only information about a stimulus and an uncalibrated eye tracker output. On the basis of this data, probable fixation locations are calculated at first. Such a fixation set is used as an input to the genetic algorithm which task is to choose the most probable targets. Both information can serve to calibrate an eye tracker. The main advantage of the algorithm is that it is general enough to be used for almost any stimulation. It was confirmed by results obtained for a very dynamic stimulation which was a shooting game. Using the calibration function built by the algorithm it was possible to predict where a user will click with a mouse. The accuracy of the prediction was about 75%.
- Brolly, X. L., and Mulligan, J. B. 2004. Implicit calibration of a remote gaze tracker. In Computer Vision and Pattern Recognition Workshop, 2004. CVPRW'04. Conference on, IEEE, 134--134. Google ScholarDigital Library
- Hansen, D. W., Agustin, J. S., and Villanueva, A. 2010. Homography normalization for robust gaze estimation in uncalibrated setups. In Proceedings of the 2010 Symposium on Eye-Tracking Research & Applications, ACM, 13--20. Google ScholarDigital Library
- Hornof, A. J., and Halverson, T. 2002. Cleaning up systematic error in eye-tracking data by using required fixation locations. Behavior Research Methods, Instruments, & Computers 34, 4, 592--604.Google ScholarCross Ref
- Kasprowski, P., and Harezlak, K. 2015. Using non-calibrated eye movement data to enhance human computer interfaces. In Intelligent Decision Technologies. Springer, 347--356.Google Scholar
- Pfeuffer, K., Vidal, M., Turner, J., Bulling, A., and Gellersen, H. 2013. Pursuit calibration: Making gaze calibration less tedious and more flexible. In Proceedings of the 26th annual ACM symposium on User interface software and technology, ACM, 261--270. Google ScholarDigital Library
- Vadillo, M. A., Street, C. N., Beesley, T., and Shanks, D. R. 2014. A simple algorithm for the offline recalibration of eye-tracking data through best-fitting linear transformation. Behavior research methods, 1--12.Google Scholar
- Villanueva, A., and Cabeza, R. 2008. A novel gaze estimation system with one calibration point. Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on 38, 4, 1123--1138. Google ScholarDigital Library
- Zhang, Y., and Hornof, A. J. 2011. Mode-of-disparities error correction of eye-tracking data. Behavior Research Methods 43, 3, 834--842.Google ScholarCross Ref
- Zhang, Y., and Hornof, A. J. 2014. Easy post-hoc spatial recalibration of eye tracking data. In ETRA, 95--98. Google ScholarDigital Library
Index Terms
- Implicit calibration using predicted gaze targets
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