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CORDIS - EU research results
CORDIS

Eyes for Information, Communication, and Understanding

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Program and handouts for eye tracking methods, statistical analysis, data visualization (opens in new window)

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 (opens in new window)

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 (opens in new window)

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 (opens in new window)

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 (opens in new window)

Program on transferable skills at Winter School 1 and students handouts

Risk register 2 (opens in new window)

Risk register

Risk register 1 (opens in new window)

Risk register

Program of advanced concepts of eye tracking computational modeling at Winter School 2 and students’ handouts (opens in new window)

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.

Publications

Dynamics of Visual Attention in Novice Heavy-Machine Operators. (opens in new window)

Author(s): Baldisserotto, F., Krejtz, I., Bogucka, K., Maciąg, Z., & Krejtz, K.
Published in: In 2025 Symposium on Eye Tracking Research and Applications
Publisher: ACM, New York, NY, USA.
DOI: 10.1145/3715669.3723123

Towards gaze-supported emotion-enhanced travel experience logging (opens in new window)

Author(s): Wang, Y., Raubal, M., & Kiefer, P.
Published 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. (opens in new window)

Author(s): Kovacs, D., Madsen, I. J. W., & Witzner Hansen, D.
Published in: In 2025 Symposium on Eye Tracking Research and Applications
Publisher: ACM, New York, NY, USA
DOI: 10.1145/3715669.3727352

Using Eye Tracking to detect Faking Intentions (opens in new window)

Author(s): Valentin Foucher, Anke Huckauf
Published in: ETRA '23: Proceedings of the 2023 Symposium on Eye Tracking Research and Applications, 2023, ISBN 9798400701504
Publisher: Association for Computing Machinery
DOI: 10.1145/3588015.3589515

Cognitive Load and Oculometrics in the Educational Scenarios: A Systematic Review and Meta-Analysis. (opens in new window)

Author(s): Ekin, M., Krejtz, K., & Krejtz, I.
Published in: Proceedings of the ACM on Human-Computer Interaction.
Publisher: 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. (opens in new window)

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

Unsupervised Urban Land Use Mapping with Street View Contrastive Clustering and a Geographical Prior (opens in new window)

Author(s): Lin Che, Yizi Chen, Tanhua Jin, Martin Raubal, Konrad Schindler, Peter Kiefer
Published in: Proceedings of the 33rd ACM International Conference on Advances in Geographic Information Systems, 2025
Publisher: ACM
DOI: 10.1145/3748636.3762707

A Review of Eye Tracking in Advanced Driver Assistance Systems: An Adaptive Multi-Modal Eye Tracking Interface Solution (opens in new window)

Author(s): Filippo Baldisserotto, Krzysztof Krejtz, Izabela Krejtz
Published in: ETRA '23: Proceedings of the 2023 Symposium on Eye Tracking Research and Applications, 2023, ISBN 9798400701504
Publisher: Association for Computing Machinery
DOI: 10.1145/3588015.3589512

Understanding User Behavior in Carousel Recommendation Systems for Click Modeling and Learning to Rank (opens in new window)

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

Eye Movements as Indicators of Deception: A Machine Learning Approach. (opens in new window)

Author(s): Foucher, V., de Leon-Martinez, S., & Moro, R.
Published in: In 2025 Symposium on Eye Tracking Research and Applications
Publisher: 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 (opens in new window)

Author(s): Mohammadhossein Salari, Roman Bednarik
Published in: Companion Proceedings of the 26th International Conference on Multimodal Interaction, 2024
Publisher: ACM
DOI: 10.1145/3686215.3688383

RecGaze: The First Eye Tracking and User Interaction Dataset for Carousel Interfaces (opens in new window)

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

What Eyeblinks Reveal: Interpersonal Synchronization in Dyadic Interaction. (opens in new window)

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

Reviewing the Social Function of Eye Gaze in Social Interaction (opens in new window)

Author(s): Mehtap Çakır, Anke Huckauf
Published in: ETRA '23: Proceedings of the 2023 Symposium on Eye Tracking Research and Applications, 2023, ISBN 9798400701504
Publisher: Association for Computing Machinery
DOI: 10.1145/3588015.3589513

Eye Tracking as a Source of Implicit Feedback in Recommender Systems: A Preliminary Analysis (opens in new window)

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

SUPREYES: SUPer Resolutin for EYES Using Implicit Neural Representation Learning (opens in new window)

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

Unveiling Deceptive Intentions: Insights from Fixations and Pupil Size. (opens in new window)

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

HAGI: Head-Assisted Gaze Imputation for Mobile Eye Trackers (opens in new window)

Author(s): Jiao, C., Hu, Z., & Bulling, A.
Published in: UIST '25: Proceedings of the 38th Annual ACM Symposium on User Interface Software and Technology
Publisher: ACM
DOI: 10.1145/3746059.3747749

Towards Personalized Pedestrian Route Recommendation Based on Implicit Visual Preference (opens in new window)

Author(s): Che, L., Raubal, M., & Kiefer, P.
Published 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 (opens in new window)

Author(s): Valentin Foucher, Anke Huckauf
Published in: Journal of Eye Movement Research, Issue 19, 2026, ISSN 1995-8692
Publisher: MDPI AG
DOI: 10.3390/JEMR19010021

Eye tracking based detection of mild cognitive impairment: A review (opens in new window)

Author(s): Hasnain Ali Shah, Salman Khalil, Sami Andberg, Anne M. Koivisto, Roman Bednarik
Published in: Information Fusion, Issue 122, 2025, ISSN 1566-2535
Publisher: Elsevier BV
DOI: 10.1016/J.INFFUS.2025.103202

Analyzing Dynamic Outdoor Eye-Tracking Data (opens in new window)

Author(s): Brent Chamberlain, David Evans, Laura Schalbetter, Peter Kiefer, Adrienne Grêt-Regamey, Ulrike Wissen Hayek
Published in: Journal of Digital Landscape Architecture, Issue 10, ISSN 2511-624X
Publisher: Wichmann Verlag
DOI: 10.14627/537754042

The effect of pupil size on data quality in head-mounted eye trackers (opens in new window)

Author(s): Mohammadhossein Salari, Diederick C. Niehorster, Marcus Nyström, Roman Bednarik
Published in: Behavior Research Methods, Issue 58, 2025, ISSN 1554-3528
Publisher: 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 (opens in new window)

Author(s): Chuhan Jiao, Yao Wang, Guanhua Zhang, Mihai Bâce, Zhiming Hu, Andreas Bulling
Published in: ACM Transactions on Interactive Intelligent Systems, 2025, ISSN 2160-6455
Publisher: 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 (opens in new window)

Author(s): Hasnain Ali Shah, Sami Andberg, Anne M. Koivisto, Roman Bednarik
Published in: IEEE Transactions on Neural Systems and Rehabilitation Engineering, Issue 33, 2025, ISSN 1534-4320
Publisher: 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 (opens in new window)

Author(s): Merve Ekin, Krzysztof Krejtz, Carlos Duarte, Andrew T. Duchowski, Izabela Krejtz
Published in: Scientific Reports, Issue 15, 2025, ISSN 2045-2322
Publisher: 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 (opens in new window)

Author(s): Mehtap Çakır, Anke Huckauf
Published in: Scientific Reports, Issue 16, 2026, ISSN 2045-2322
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41598-026-39411-9

Comparing elicited emotions during wayfinding in virtual and real geospatial environments (opens in new window)

Author(s): Wang, Y., Raubal, M., Kiefer, P.
Publisher: ETH Zürich
DOI: 10.3929/ETHZ-C-000785081

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