Abstract
In this study, a method to predict a target on the basis of the trajectory of eye movements and to increase the pointing speed while maintaining high predictive accuracy is proposed. First, a predictive method based on ballistic (fast) eye movements (Approach 1) was evaluated in terms of pointing speed and predictive accuracy. In Approach 1, the so-called Midas touch problem (pointing to an unintended target) occurred, particularly when a small number of samples was used to predict a target. Therefore, to overcome the poor predictive accuracy of Approach 1, we developed a new predictive method (Approach 2) using homing (slow) eye movements rather than ballistic (fast) eye movements. Approach 2 overcame the disadvantage (inaccurate prediction) of Approach 1 by shortening the pointing time while maintaining high predictive accuracy.
Original language | English |
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Article number | 9340348 |
Pages (from-to) | 22688-22697 |
Number of pages | 10 |
Journal | IEEE Access |
Volume | 9 |
DOIs | |
Publication status | Published - 2021 |
Keywords
- Eye-gaze input
- Midas touch
- ballistic eye movement
- homing eye movement
- pointing time
- predictive accuracy
- target predictive method
ASJC Scopus subject areas
- Computer Science(all)
- Materials Science(all)
- Engineering(all)