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

IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 5164–5176

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 eventbased eye tracking from the perspective of hardware design.

Authors 24

1. Qinyu Chen Aachen

   Leiden University

   Affiliation as printed

   Leiden University

2. Chang Gao

   Delft University of Technology

   Affiliation as printed

   Delft University of Technology

3. Yan Ru Pei

   Nvidia (United Kingdom) · Nvidia (United States)

   Affiliation as printed

   NVIDIA

4. Zuowen Wang

   ETH Zurich · Institute of Neuroinformatics

   Affiliation as printed

   DVSense

   Institute of Neuroinformatics,UZH/ETH Zurich

5. Zhuo Zou

   Fudan University

   Affiliation as printed

   Fudan University

6. Shihang Tan

   Fudan University

   Affiliation as printed

   Fudan University

7. Zhen Xu Aachen

   Leiden University

   Affiliation as printed

   Leiden University

8. Junyuan Ding
   Affiliation as printed

   DVSense

9. Ziteng Wang

   ETH Zurich · Institute of Neuroinformatics

   Affiliation as printed

   DVSense

   Institute of Neuroinformatics,UZH/ETH Zurich

10. Zongwei Wu

    University of Würzburg

    Affiliation as printed

    University of Würzburg

11. Han Han

    University of Science and Technology of China

    Affiliation as printed

    University of Science and Technology of China

12. Yuliang Wu

    University of Science and Technology of China

    Affiliation as printed

    University of Science and Technology of China

13. Jinze Chen

    University of Science and Technology of China

    Affiliation as printed

    University of Science and Technology of China

14. Wei Zhai

    University of Science and Technology of China

    Affiliation as printed

    University of Science and Technology of China

15. Yang Cao

    University of Science and Technology of China

    Affiliation as printed

    University of Science and Technology of China

16. Zheng-Jun Zha

    University of Science and Technology of China

    Affiliation as printed

    University of Science and Technology of China

17. Nuwan Sriyantha Bandara

    Singapore Management University

    Affiliation as printed

    Singapore Management University

18. Thivya Kandappu

    Singapore Management University

    Affiliation as printed

    Singapore Management University

19. Archan Misra

    Singapore Management University

    Affiliation as printed

    Singapore Management University

20. Xiaopeng Lin

    The Hong Kong University of Science and Technology (Guangzhou)

    Affiliation as printed

    The Hong Kong University of Science and Technology (Guangzhou)

21. Hongwei Ren

    The Hong Kong University of Science and Technology (Guangzhou)

    Affiliation as printed

    The Hong Kong University of Science and Technology (Guangzhou)

22. Bojun Cheng

    The Hong Kong University of Science and Technology (Guangzhou)

    Affiliation as printed

    The Hong Kong University of Science and Technology (Guangzhou)

23. Vinh-Thuan Ly

    Vietnam National University Ho Chi Minh City · Ho Chi Minh City University of Science

    Affiliation as printed

    University of Science,VNU-HCM,Ho Chi Minh City,Vietnam

24. Tram T. Doan

    Vietnam National University Ho Chi Minh City · Ho Chi Minh City University of Science

    Affiliation as printed

    University of Science,VNU-HCM,Ho Chi Minh City,Vietnam