High-frequency near-eye ground truth for event-based eye tracking

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Bibliographic Details
Main Authors:	Simpsi, Andrea, Aspesi, Andrea, Mentasti, Simone, Merigo, Luca, Ongarello, Tommaso, Matteucci, Matteo
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
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author	Simpsi, Andrea Aspesi, Andrea Mentasti, Simone Merigo, Luca Ongarello, Tommaso Matteucci, Matteo
author_facet	Simpsi, Andrea Aspesi, Andrea Mentasti, Simone Merigo, Luca Ongarello, Tommaso Matteucci, Matteo
contents	Event-based eye tracking is a promising solution for efficient and low-power eye tracking in smart eyewear technologies. However, the novelty of event-based sensors has resulted in a limited number of available datasets, particularly those with eye-level annotations, crucial for algorithm validation and deep-learning training. This paper addresses this gap by presenting an improved version of a popular event-based eye-tracking dataset. We introduce a semi-automatic annotation pipeline specifically designed for event-based data annotation. Additionally, we provide the scientific community with the computed annotations for pupil detection at 200Hz.
format	Preprint
id	arxiv_https___arxiv_org_abs_2502_03057
institution	arXiv
publishDate	2025
record_format	arxiv
spellingShingle	High-frequency near-eye ground truth for event-based eye tracking Simpsi, Andrea Aspesi, Andrea Mentasti, Simone Merigo, Luca Ongarello, Tommaso Matteucci, Matteo Computer Vision and Pattern Recognition Event-based eye tracking is a promising solution for efficient and low-power eye tracking in smart eyewear technologies. However, the novelty of event-based sensors has resulted in a limited number of available datasets, particularly those with eye-level annotations, crucial for algorithm validation and deep-learning training. This paper addresses this gap by presenting an improved version of a popular event-based eye-tracking dataset. We introduce a semi-automatic annotation pipeline specifically designed for event-based data annotation. Additionally, we provide the scientific community with the computed annotations for pupil detection at 200Hz.
title	High-frequency near-eye ground truth for event-based eye tracking
topic	Computer Vision and Pattern Recognition
url	https://arxiv.org/abs/2502.03057

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