Event-Based Eye Tracking. 2025 Event-based Vision Workshop

Qinyu Chen, Chang Gao, Min Liu, Daniele Perrone, Yan Ru Pei +27 more
4/25/2025
cs.CVcs.AIcs.LG

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Abstract

This survey serves as a review for the 2025 Event-Based Eye Tracking Challenge organized as part of the 2025 CVPR event-based vision workshop. This challenge focuses on the task of predicting the pupil center by processing event camera recorded eye movement. We review and summarize the innovative methods from teams rank the top in the challenge to advance future event-based eye tracking research. In each method, accuracy, model size, and number of operations are reported. In this survey, we also discuss event-based eye tracking from the perspective of hardware design.

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Cite this paper

@article{chen2025eventbased,
  title  = {Event-Based Eye Tracking. 2025 Event-based Vision Workshop},
  author = {Qinyu Chen and Chang Gao and Min Liu and Daniele Perrone and Yan Ru Pei and Zuowen Wang and Zhuo Zou and Shihang Tan and Tao Han and Guorui Lu and Zhen Xu and Junyuan Ding and Ziteng Wang and Zongwei Wu and Han Han and Yuliang Wu and Jinze Chen and Wei Zhai and Yang Cao and Zheng-jun Zha and Nuwan Bandara and Thivya Kandappu and Archan Misra and Xiaopeng Lin and Hongxiang Huang and Hongwei Ren and Bojun Cheng and Hoang M. Truong and Vinh-Thuan Ly and Huy G. Tran and Thuan-Phat Nguyen and Tram T. Doan},
  year   = {2025},
  eprint = {2504.18249},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2504.18249v1}
}

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