Event-Based Eye Tracking. AIS 2024 Challenge Survey

Wang, Zuowen; Gao, Chang; Wu, Zongwei; Conde, Marcos V.; Timofte, Radu; Liu, Shih-Chii; Chen, Qinyu; Zha, Zheng-Jun; Zhai, Wei; Han, Han; Liao, Bohao; Wu, Yuliang; Wan, Zengyu; Wang, Zhong; Cao, Yang; Tan, Ganchao; Chen, Jinze; Pei, Yan Ru; Bruers, Sasskia; Crouzet, Sebastien; Mclelland, Douglas; Coenen, Oliver; Zhang, Baoheng; Gao, Yizhao; Li, Jingyuan; So, Hayden Kwok-Hay; Bich, Philippe; Boretti, Chiara; Prono, Luciano; Lica, Mircea; Dinucu-Jianu, David; Griu, Catalin; Lin, Xiaopeng; Ren, Hongwei; Cheng, Bojun; Zhang, Xinan; Vial, Valentin; Yezzi, Anthony; Tsai, James

Zuowen Wang, Chang Gao, Zongwei Wu, Marcos V. Conde, Radu Timofte, Shih-Chii Liu, Qinyu Chen, Zheng-Jun Zha, Wei Zhai, Han Han, Bohao Liao, Yuliang Wu, Zengyu Wan, Zhong Wang, Yang Cao, Ganchao Tan, Jinze Chen, Yan Ru Pei, Sasskia Bruers, Sebastien Crouzet, Douglas Mclelland, Oliver Coenen, Baoheng Zhang, Yizhao Gao, Jingyuan Li, Hayden Kwok-Hay So, Philippe Bich, Chiara Boretti, Luciano Prono, Mircea Lica, David Dinucu-Jianu, Catalin Griu, Xiaopeng Lin, Hongwei Ren, Bojun Cheng, Xinan Zhang, Valentin Vial, Anthony Yezzi, James Tsai; Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2024, pp. 5810-5825

Abstract

This survey reviews the AIS 2024 Event-Based Eye Tracking (EET) Challenge. The task of the challenge focuses on processing eye movement recorded with event cameras and predicting the pupil center of the eye. The challenge emphasizes efficient eye tracking with event cameras to achieve good task accuracy and efficiency trade-off. During the challenge period 38 participants registered for the Kaggle competition and 8 teams submitted a challenge factsheet. The novel and diverse methods from the submitted factsheets are reviewed and analyzed in this survey to advance future event-based eye tracking research.

Related Material

[pdf] [arXiv]

[bibtex]

@InProceedings{Wang_2024_CVPR, author = {Wang, Zuowen and Gao, Chang and Wu, Zongwei and Conde, Marcos V. and Timofte, Radu and Liu, Shih-Chii and Chen, Qinyu and Zha, Zheng-Jun and Zhai, Wei and Han, Han and Liao, Bohao and Wu, Yuliang and Wan, Zengyu and Wang, Zhong and Cao, Yang and Tan, Ganchao and Chen, Jinze and Pei, Yan Ru and Bruers, Sasskia and Crouzet, Sebastien and Mclelland, Douglas and Coenen, Oliver and Zhang, Baoheng and Gao, Yizhao and Li, Jingyuan and So, Hayden Kwok-Hay and Bich, Philippe and Boretti, Chiara and Prono, Luciano and Lica, Mircea and Dinucu-Jianu, David and Griu, Catalin and Lin, Xiaopeng and Ren, Hongwei and Cheng, Bojun and Zhang, Xinan and Vial, Valentin and Yezzi, Anthony and Tsai, James}, title = {Event-Based Eye Tracking. AIS 2024 Challenge Survey}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {5810-5825} }