@article{ART002602235},
author={YongSoo Choi and Jang-Hee Yoo},
title={Non-intrusive Calibration for User Interaction based Gaze Estimation},
journal={Journal of Software Assessment and Valuation},
issn={2092-8114},
year={2020},
volume={16},
number={1},
pages={45-53},
doi={10.29056/jsav.2020.06.06}
TY - JOUR
AU - YongSoo Choi
AU - Jang-Hee Yoo
TI - Non-intrusive Calibration for User Interaction based Gaze Estimation
JO - Journal of Software Assessment and Valuation
PY - 2020
VL - 16
IS - 1
PB - Korea Software Assessment and Valuation Society
SP - 45
EP - 53
SN - 2092-8114
AB - In this paper, we describe a new method for acquiring calibration data using a user interaction process, which occurs continuously during web browsing in gaze estimation, and for performing calibration naturally while estimating the user's gaze. The proposed non-intrusive calibration is a tuning process over the pre-trained gaze estimation model to adapt to a new user using the obtained data. To achieve this, a generalized CNN model for estimating gaze is trained, then the non-intrusive calibration is employed to adapt quickly to new users through online learning. In experiments, the gaze estimation model is calibrated with a combination of various user interactions to compare the performance, and improved accuracy is achieved compared to existing methods.
KW - gaze estimation;non-intrusive calibration;user interaction;convolutional neural network
DO - 10.29056/jsav.2020.06.06
ER -
YongSoo Choi and Jang-Hee Yoo. (2020). Non-intrusive Calibration for User Interaction based Gaze Estimation. Journal of Software Assessment and Valuation, 16(1), 45-53.
YongSoo Choi and Jang-Hee Yoo. 2020, "Non-intrusive Calibration for User Interaction based Gaze Estimation", Journal of Software Assessment and Valuation, vol.16, no.1 pp.45-53. Available from: doi:10.29056/jsav.2020.06.06
YongSoo Choi, Jang-Hee Yoo "Non-intrusive Calibration for User Interaction based Gaze Estimation" Journal of Software Assessment and Valuation 16.1 pp.45-53 (2020) : 45.
YongSoo Choi, Jang-Hee Yoo. Non-intrusive Calibration for User Interaction based Gaze Estimation. 2020; 16(1), 45-53. Available from: doi:10.29056/jsav.2020.06.06
YongSoo Choi and Jang-Hee Yoo. "Non-intrusive Calibration for User Interaction based Gaze Estimation" Journal of Software Assessment and Valuation 16, no.1 (2020) : 45-53.doi: 10.29056/jsav.2020.06.06
YongSoo Choi; Jang-Hee Yoo. Non-intrusive Calibration for User Interaction based Gaze Estimation. Journal of Software Assessment and Valuation, 16(1), 45-53. doi: 10.29056/jsav.2020.06.06
YongSoo Choi; Jang-Hee Yoo. Non-intrusive Calibration for User Interaction based Gaze Estimation. Journal of Software Assessment and Valuation. 2020; 16(1) 45-53. doi: 10.29056/jsav.2020.06.06
YongSoo Choi, Jang-Hee Yoo. Non-intrusive Calibration for User Interaction based Gaze Estimation. 2020; 16(1), 45-53. Available from: doi:10.29056/jsav.2020.06.06
YongSoo Choi and Jang-Hee Yoo. "Non-intrusive Calibration for User Interaction based Gaze Estimation" Journal of Software Assessment and Valuation 16, no.1 (2020) : 45-53.doi: 10.29056/jsav.2020.06.06