Eyes for Information, Communication, and Understanding

Leistungen

Program and handouts for eye tracking methods, statistical analysis, data visualization

The WP4 starts with the diagnosis of the current DCs knowledge about empirical research methodology, data management, and statistical modeling. This step is necessary bearing in mind differences in curriculum of undergraduate and graduate programs between various disciplines, in this case, mainly computer and social sciences. Identification of methodological knowledge gaps and strengths, as well as the existing standard curriculum review will help in designing the training enabling collaboration in interdisciplinary topics and teams. An important part of this initial diagnosis is the gathering of knowledge on the non-academic partners which conduct applied research in their fields (education, location-based services, and eye tracking research) on their needs concerning methodological knowledge of successful job applicants (new employees).

Program and handouts for eye tracking data handling, statistics with exemplary R and python code

The WP4 starts with the diagnosis of the current DCs knowledge about empirical research methodology, data management, and statistical modeling. This step is necessary bearing in mind differences in curriculum of undergraduate and graduate programs between various disciplines, in this case, mainly computer and social sciences. Identification of methodological knowledge gaps and strengths, as well as the existing standard curriculum review will help in designing the training enabling collaboration in interdisciplinary topics and teams. An important part of this initial diagnosis is the gathering of knowledge on the non-academic partners which conduct applied research in their fields (education, location-based services, and eye tracking research) on their needs concerning methodological knowledge of successful job applicants (new employees).

Program on transferable skills at Winter School 2 and students’ handouts

Program on transferable skills at Winter School 2 and students handouts

Program of intermediate concepts of eye tracking computational modeling at Winter School 1 and students’ handouts

Training activities will cover the following methods for computational modeling relevant to eye-tracking research and applications: Classification and regression models, deep and recurrent neural network models, representation learning, applications of computational modeling on low and high-end hardware, Egocentric Computer Vision, software tools and toolkits for model training and evaluation (e.g. PyTorch, scikit learn etc), Machine learning for signal processing. In addition, the consortium will organize a hackathon as part of the training activities in computational modeling. The training activity will focus on practical applications of modern ML toolkits for real-time applications, while the data will be provided from the consortium partners.

Program on transferable skills at Winter School 1 and students’ handouts

Program on transferable skills at Winter School 1 and students handouts

Risk register 2

Risk register

Risk register 1

Risk register

Program of advanced concepts of eye tracking computational modeling at Winter School 2 and students’ handouts

Training activities will cover the following methods for computational modeling relevant to eye-tracking research and applications: Classification and regression models, deep and recurrent neural network models, representation learning, applications of computational modeling on low and high-end hardware, Egocentric Computer Vision, software tools and toolkits for model training and evaluation (e.g. PyTorch, scikit learn etc), Machine learning for signal processing. In addition, the consortium will organize a hackathon as part of the training activities in computational modeling. The training activity will focus on practical applications of modern ML toolkits for real-time applications, while the data will be provided from the consortium partners.

Setup of project website as well as Twitter and YouTube channels

Veröffentlichungen

Dynamics of Visual Attention in Novice Heavy-Machine Operators.

Autoren: Baldisserotto, F., Krejtz, I., Bogucka, K., Maciąg, Z., & Krejtz, K.
Veröffentlicht in: In 2025 Symposium on Eye Tracking Research and Applications
Herausgeber: ACM, New York, NY, USA.
DOI: 10.1145/3715669.3723123

Towards gaze-supported emotion-enhanced travel experience logging

Autoren: Wang, Y., Raubal, M., & Kiefer, P.
Veröffentlicht in: Proceedings of the 18th International Conference on Location Based Services., 2023
DOI: 10.34726/5753

Radioactive Eye Information: Guarding Eye-Image Datasets through Radioactive Watermarking for Unauthorized-Use Detection.

Autoren: Kovacs, D., Madsen, I. J. W., & Witzner Hansen, D.
Veröffentlicht in: In 2025 Symposium on Eye Tracking Research and Applications
Herausgeber: ACM, New York, NY, USA
DOI: 10.1145/3715669.3727352

Using Eye Tracking to detect Faking Intentions

Autoren: Valentin Foucher, Anke Huckauf
Veröffentlicht in: ETRA '23: Proceedings of the 2023 Symposium on Eye Tracking Research and Applications, 2023, ISBN 9798400701504
Herausgeber: Association for Computing Machinery
DOI: 10.1145/3588015.3589515

Cognitive Load and Oculometrics in the Educational Scenarios: A Systematic Review and Meta-Analysis.

Autoren: Ekin, M., Krejtz, K., & Krejtz, I.
Veröffentlicht in: Proceedings of the ACM on Human-Computer Interaction.
Herausgeber: ACM, New York, NY, USA
DOI: 10.1145/3725832

Rethinking Click Models in Light of Carousel Interfaces: Theory-Based Categorization and Design of Click Models.

Autoren: Jingwei Kang, Maarten de Rijke, Santiago de Leon-Martinez, Harrie Oosterhuis
Veröffentlicht in: Proceedings of the 2025 ACM SIGIR International Conference on Theory of Information Retrieval (ICTIR '25)
Herausgeber: Association for Computing Machinery
DOI: 10.1145/3731120.3744585

Unsupervised Urban Land Use Mapping with Street View Contrastive Clustering and a Geographical Prior

Autoren: Lin Che, Yizi Chen, Tanhua Jin, Martin Raubal, Konrad Schindler, Peter Kiefer
Veröffentlicht in: Proceedings of the 33rd ACM International Conference on Advances in Geographic Information Systems, 2025
Herausgeber: ACM
DOI: 10.1145/3748636.3762707

A Review of Eye Tracking in Advanced Driver Assistance Systems: An Adaptive Multi-Modal Eye Tracking Interface Solution

Autoren: Filippo Baldisserotto, Krzysztof Krejtz, Izabela Krejtz
Veröffentlicht in: ETRA '23: Proceedings of the 2023 Symposium on Eye Tracking Research and Applications, 2023, ISBN 9798400701504
Herausgeber: Association for Computing Machinery
DOI: 10.1145/3588015.3589512

Understanding User Behavior in Carousel Recommendation Systems for Click Modeling and Learning to Rank

Autoren: Santiago de Leon-Martinez
Veröffentlicht in: WSDM '24: The 17th ACM International Conference on Web Search and Data Mining, 2024, ISBN 979-8-4007-0371-3
Herausgeber: Association for Computing Machinery
DOI: 10.48550/ARXIV.2307.01866

Eye Movements as Indicators of Deception: A Machine Learning Approach.

Autoren: Foucher, V., de Leon-Martinez, S., & Moro, R.
Veröffentlicht in: In 2025 Symposium on Eye Tracking Research and Applications
Herausgeber: ACM, New York, NY, USA.
DOI: 10.1145/3715669.3723129

Investigating the Impact of Illumination Change on the Accuracy of Head-Mounted Eye Trackers: A Protocol and Initial Results

Autoren: Mohammadhossein Salari, Roman Bednarik
Veröffentlicht in: Companion Proceedings of the 26th International Conference on Multimodal Interaction, 2024
Herausgeber: ACM
DOI: 10.1145/3686215.3688383

RecGaze: The First Eye Tracking and User Interaction Dataset for Carousel Interfaces

Autoren: Santiago de Leon-Martinez, Jingwei Kang, Robert Moro, Maarten de Rijke, Branislav Kveton, Harrie Oosterhuis, Maria Bielikova
Veröffentlicht in: Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR ’25)
Herausgeber: ACM
DOI: 10.1145/3726302

What Eyeblinks Reveal: Interpersonal Synchronization in Dyadic Interaction.

Autoren: Mehtap Cakir, Anke Huckauf
Veröffentlicht in: Proceedings of the 2024 Symposium on Eye Tracking Research and Applications (ETRA '24)
Herausgeber: ACM
DOI: 10.1145/3655614

Reviewing the Social Function of Eye Gaze in Social Interaction

Autoren: Mehtap Çakır, Anke Huckauf
Veröffentlicht in: ETRA '23: Proceedings of the 2023 Symposium on Eye Tracking Research and Applications, 2023, ISBN 9798400701504
Herausgeber: Association for Computing Machinery
DOI: 10.1145/3588015.3589513

Eye Tracking as a Source of Implicit Feedback in Recommender Systems: A Preliminary Analysis

Autoren: de Leon-Martinez, Santiago; Moro, Robert; Bielikova, Maria
Veröffentlicht in: 2023 Symposium on Eye Tracking Research and Applications (ETRA '23), 2023, ISBN 9798400701504
Herausgeber: Association for Computing Machinery
DOI: 10.1145/3588015.3589511

SUPREYES: SUPer Resolutin for EYES Using Implicit Neural Representation Learning

Autoren: Chuhan Jiao, Zhiming Hu, Mihai Bace, Andreas Bulling
Veröffentlicht in: Proc. ACM Symposium on User Interface Software and Technology (UIST), 2023
Herausgeber: ACM DIGITAL LIBRARY
DOI: 10.1145/3586183.3606780

Unveiling Deceptive Intentions: Insights from Fixations and Pupil Size.

Autoren: Valentin Foucher, Anke Huckauf
Veröffentlicht in: Proceedings of the 2024 Symposium on Eye Tracking Research and Applications (ETRA '24)
Herausgeber: ACM
DOI: 10.1145/3655612

HAGI: Head-Assisted Gaze Imputation for Mobile Eye Trackers

Autoren: Jiao, C., Hu, Z., & Bulling, A.
Veröffentlicht in: UIST '25: Proceedings of the 38th Annual ACM Symposium on User Interface Software and Technology
Herausgeber: ACM
DOI: 10.1145/3746059.3747749

Towards Personalized Pedestrian Route Recommendation Based on Implicit Visual Preference

Autoren: Che, L., Raubal, M., & Kiefer, P.
Veröffentlicht in: Proceedings of the 18th International Conference on Location Based Services., 2023
DOI: 10.34726/5639

Influence of Stimulus Layout and Social Presence on Deception-Related Eye Movements and Blinks in the Concealed Information Test

Autoren: Valentin Foucher, Anke Huckauf
Veröffentlicht in: Journal of Eye Movement Research, Ausgabe 19, 2026, ISSN 1995-8692
Herausgeber: MDPI AG
DOI: 10.3390/JEMR19010021

Eye tracking based detection of mild cognitive impairment: A review

Autoren: Hasnain Ali Shah, Salman Khalil, Sami Andberg, Anne M. Koivisto, Roman Bednarik
Veröffentlicht in: Information Fusion, Ausgabe 122, 2025, ISSN 1566-2535
Herausgeber: Elsevier BV
DOI: 10.1016/J.INFFUS.2025.103202

Analyzing Dynamic Outdoor Eye-Tracking Data

Autoren: Brent Chamberlain, David Evans, Laura Schalbetter, Peter Kiefer, Adrienne Grêt-Regamey, Ulrike Wissen Hayek
Veröffentlicht in: Journal of Digital Landscape Architecture, Ausgabe 10, ISSN 2511-624X
Herausgeber: Wichmann Verlag
DOI: 10.14627/537754042

The effect of pupil size on data quality in head-mounted eye trackers

Autoren: Mohammadhossein Salari, Diederick C. Niehorster, Marcus Nyström, Roman Bednarik
Veröffentlicht in: Behavior Research Methods, Ausgabe 58, 2025, ISSN 1554-3528
Herausgeber: Springer Science and Business Media LLC
DOI: 10.3758/S13428-025-02880-3

DiffGaze: A Diffusion Model for Modelling Fine-grained Human Gaze Behaviour on 360° Images

Autoren: Chuhan Jiao, Yao Wang, Guanhua Zhang, Mihai Bâce, Zhiming Hu, Andreas Bulling
Veröffentlicht in: ACM Transactions on Interactive Intelligent Systems, 2025, ISSN 2160-6455
Herausgeber: Association for Computing Machinery (ACM)
DOI: 10.1145/3772075

A Multimodal Approach for Early Identification of Mild Cognitive Impairment and Alzheimer’s Disease With Fusion Network Using Eye Movements and Speech

Autoren: Hasnain Ali Shah, Sami Andberg, Anne M. Koivisto, Roman Bednarik
Veröffentlicht in: IEEE Transactions on Neural Systems and Rehabilitation Engineering, Ausgabe 33, 2025, ISSN 1534-4320
Herausgeber: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TNSRE.2025.3561043

Prediction of intrinsic and extraneous cognitive load with oculometric and biometric indicators

Autoren: Merve Ekin, Krzysztof Krejtz, Carlos Duarte, Andrew T. Duchowski, Izabela Krejtz
Veröffentlicht in: Scientific Reports, Ausgabe 15, 2025, ISSN 2045-2322
Herausgeber: Springer Science and Business Media LLC
DOI: 10.1038/S41598-025-89336-Y

Fixations, blinks, and pupils differentially capture individual and interpersonal dynamics in role-asymmetric mutual gaze interaction

Autoren: Mehtap Çakır, Anke Huckauf
Veröffentlicht in: Scientific Reports, Ausgabe 16, 2026, ISSN 2045-2322
Herausgeber: Springer Science and Business Media LLC
DOI: 10.1038/S41598-026-39411-9

Comparing elicited emotions during wayfinding in virtual and real geospatial environments

Autoren: Wang, Y., Raubal, M., Kiefer, P.
Herausgeber: ETH Zürich
DOI: 10.3929/ETHZ-C-000785081

Leistungen

Veröffentlichungen

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