Monocular gaze depth estimation using the vestibulo-ocular reflex
Diako Mardanbegi, Christopher Clarke, and Hans Gellersen
ETRA '19: ACM Symposium on Eye Tracking Research & Applications
Gaze depth estimation presents a challenge for eye tracking in 3D. This work investigates a novel approach to the problem based on eye movement mediated by the vestibulo-ocular reflex (VOR). VOR stabilises gaze on a target during head movement, with eye movement in the opposite direction, and the VOR gain increases the closer the fixated target is to the viewer. We present a theoretical analysis of the relationship between VOR gain and depth which we investigate with empirical data collected in a user study (N=10). We show that VOR gain can be captured using pupil centres, and propose and evaluate a practical method for gaze depth estimation based on a generic function of VOR gain and two-point depth calibration. The results show that VOR gain is comparable with vergence in capturing depth while only requiring one eye, and provide insight into open challenges in harnessing VOR gain as a robust measure.
Diako Mardanbegi, Christopher Clarke, and Hans Gellersen. 2019. Monocular gaze depth estimation using the vestibulo-ocular reflex. In Proceedings of the 11th ACM Symposium on Eye Tracking Research & Applications (ETRA '19). Association for Computing Machinery, New York, NY, USA, Article 20, 1–9.
BibTex
@inproceedings{10.1145/3314111.3319822, author = {Mardanbegi, Diako and Clarke, Christopher and Gellersen, Hans}, title = {Monocular Gaze Depth Estimation Using the Vestibulo-Ocular Reflex}, year = {2019}, isbn = {9781450367097}, publisher = {Association for Computing Machinery}, address = {New York, NY, USA}, url = {https://doi.org/10.1145/3314111.3319822}, doi = {10.1145/3314111.3319822}, booktitle = {Proceedings of the 11th ACM Symposium on Eye Tracking Research & Applications}, articleno = {20}, numpages = {9}, keywords = {eye movement, gaze depth estimation, eye tracking, fixation depth, 3D gaze estimation, VOR}, location = {Denver, Colorado}, series = {ETRA '19} }