SP-EyeGAN: Generating Synthetic Eye Movement Data with Generative Adversarial Networks

Author:

Prasse Paul1ORCID,Reich David Robert2ORCID,Makowski Silvia1ORCID,Ahn Seoyoung3ORCID,Scheffer Tobias4ORCID,Jäger Lena A.5ORCID

Affiliation:

1. University of Potsdam, Germany

2. Universität Potsdam, Germany

3. Psychology, Stony Brook University, United States

4. Computer Science, University of Potsdam, Germany

5. Department of Computational Linguistics, University of Zurich, Switzerland and Computer Science, University of Potsdam, Germany

Funder

German Federal Ministry of Education and Research

Publisher

ACM

Reference39 articles.

1. Seoyoung Ahn , Conor Kelton , Aruna Balasubramanian , and Greg Zelinsky . 2020 . Towards predicting reading comprehension from gaze behavior . In ACM Symposium on Eye Tracking Research and Applications. Association for Computing Machinery , Stuttgart, Germany, 1–5. Seoyoung Ahn, Conor Kelton, Aruna Balasubramanian, and Greg Zelinsky. 2020. Towards predicting reading comprehension from gaze behavior. In ACM Symposium on Eye Tracking Research and Applications. Association for Computing Machinery, Stuttgart, Germany, 1–5.

2. Marc Assens , Xavier Giro-i Nieto , Kevin McGuinness , and Noel  E O’Connor . 2018 . PathGAN: Visual scanpath prediction with generative adversarial networks . In Proceedings of the European Conference on Computer Vision (ECCV) Workshops. 0–0. Marc Assens, Xavier Giro-i Nieto, Kevin McGuinness, and Noel E O’Connor. 2018. PathGAN: Visual scanpath prediction with generative adversarial networks. In Proceedings of the European Conference on Computer Vision (ECCV) Workshops. 0–0.

3. Louise Gillian C. Bautista and Prospero C. Naval. 2020 . CLRGaze: Contrastive Learning of Representations for Eye Movement Signals. 2021 29th European Signal Processing Conference (EUSIPCO) ( 2020 ), 1241–1245. Louise Gillian C. Bautista and Prospero C. Naval. 2020. CLRGaze: Contrastive Learning of Representations for Eye Movement Signals. 2021 29th European Signal Processing Conference (EUSIPCO) (2020), 1241–1245.

4. Yevgeni Berzak , Boris Katz , and Roger Levy . 2018 . Assessing language proficiency from eye movements in reading . In Proceedings of the 17th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. Association for Computational Linguistics , New Orleans, Louisiana , 1986–1996. Yevgeni Berzak, Boris Katz, and Roger Levy. 2018. Assessing language proficiency from eye movements in reading. In Proceedings of the 17th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. Association for Computational Linguistics, New Orleans, Louisiana, 1986–1996.

5. Christopher Bowles , Liang Chen , Ricardo Guerrero , Paul Bentley , Roger Gunn , Alexander Hammers , David Alexander Dickie , Maria Valdés Hernández , Joanna Wardlaw , and Daniel Rueckert . 2018. GAN augmentation: Augmenting training data using generative adversarial networks. arXiv preprint arXiv:1810.10863 ( 2018 ). Christopher Bowles, Liang Chen, Ricardo Guerrero, Paul Bentley, Roger Gunn, Alexander Hammers, David Alexander Dickie, Maria Valdés Hernández, Joanna Wardlaw, and Daniel Rueckert. 2018. GAN augmentation: Augmenting training data using generative adversarial networks. arXiv preprint arXiv:1810.10863 (2018).

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