Robust iris centre localisation for assistive eye-gaze tracking

In this research work, we address the problem of robust iris centre localization in unconstrained conditions as a core component of our eye-gaze tracking platform. We investigate the application of U-Net variants for segmentation-based and regression-based approaches to improve our iris centre localisation, which was previously based on Bayes’ classification. The achieved results are comparable to or better than the state-of-the-art, offering a drastic improvement over those achieved by the Bayes’ classifier, and without sacrificing the real-time performance of our eye-gaze tracking platform.

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Publication Details

Journal
OAR@UM (University of Malta)
Published
2024-10-01
Primary Topic
Advanced Power Generation Technologies
Type
article
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article

Robust iris centre localisation for assistive eye-gaze tracking

OAR@UM (University of Malta)
Advanced Power Generation Technologies
article

Robust iris centre localisation for assistive eye-gaze tracking

article en

Abstract

In this research work, we address the problem of robust iris centre localization in unconstrained conditions as a core component of our eye-gaze tracking platform. We investigate the application of U-Net variants for segmentation-based and regression-based approaches to improve our iris centre localisation, which was previously based on Bayes’ classification. The achieved results are comparable to or better than the state-of-the-art, offering a drastic improvement over those achieved by the Bayes’ classifier, and without sacrificing the real-time performance of our eye-gaze tracking platform.

OAR@UM (University of Malta)
University of Malta (MT)
Openalex Percentile: Top 57%
Advanced Power Generation Technologies
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Robust iris centre localisation for assistive eye-gaze tracking · OAR@UM (University of Malta) (2024) | TGRS Research Map | TGRS