Publications

2023

V-ir-Net: A Novel Neural Network for Pupil and Corneal Reflection Detection trained on Simulated Light Distributions

Virmarie Maquiling, Sean Anthony Byrne, Marcus Nyström, Enkelejda Kasneci, Diederick C. Niehorster
Published:26 September 2023 
MobileHCI '23 Companion: Proceedings of the 25th International Conference on Mobile Human-Computer Interaction

LEyes: A Lightweight Framework for Deep Learning- Based Eye Tracking using Synthetic Eye Images

Sean Anthony Byrne, Virmarie Maquiling, Marcus Nyström, Enkelejda Kasneci, Diederick C. Niehorster

Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI); Human-Computer Interaction (cs.HC)

TS-MoCo: Time-Series Momentum Contrast for Self-Supervised Physiological Representation Learning

Hallgarten, Philipp, David Bethge, Ozan Özdenizci, Tobias Grosse-Puppendahl, and Enkelejda Kasneci. "TS-MoCo: Time-Series Momentum Contrast for Self-Supervised Physiological Representation Learning." arXiv preprint arXiv:2306.06522 (2023).

Efficient GNN Explanation via Learning Removal-based Attribution

Rong, Yao, Guanchu Wang, Qizhang Feng, Ninghao Liu, Zirui Liu, Enkelejda Kasneci, and Xia Hu. "Efficient GNN Explanation via Learning Removal-based Attribution." arXiv preprint arXiv:2306.05760 (2023).

Pupil Diameter during Counting Tasks as Potential Baseline for Virtual Reality Experiments

Stark, Philipp, Tobias Appel, Milo J. Olbrich, and Enkelejda Kasneci. "Pupil Diameter during Counting Tasks as Potential Baseline for Virtual Reality Experiments." In Proceedings of the 2023 Symposium on Eye Tracking Research and Applications, pp. 1-7. 2023.

Leveraging Eye Tracking in Digital Classrooms: A Step Towards Multimodal Model for Learning Assistance

Byrne, Sean Anthony, Nora Castner, Ard Kastrati, Martyna Plomecka, William Schaefer, Enkelejda Kasneci, and Zoya Bylinskii. "Leveraging Eye Tracking in Digital Classrooms: A Step Towards Multimodal Model for Learning Assistance." In Proceedings of the 2023 Symposium on Eye Tracking Research and Applications, pp. 1-6. 2023.

Eye-tracked Virtual Reality: A Comprehensive Survey on Methods and Privacy Challenges

Bozkir, Efe, Süleyman Özdel, Mengdi Wang, Brendan David-John, Hong Gao, Kevin Butler, Eakta Jain, and Enkelejda Kasneci. "Eye-tracked Virtual Reality: A Comprehensive Survey on Methods and Privacy Challenges." arXiv preprint arXiv:2305.14080 (2023).

Old or Modern? A Computational Model for Classifying Poem Comprehension using Microsaccades

Lenhart, Patrizia, Enkeleda Thaqi, Nora Castner, and Enkelejda Kasneci. "Old or Modern? A Computational Model for Classifying Poem Comprehension using Microsaccades." In Proceedings of the 2023 Symposium on Eye Tracking Research and Applications, pp. 1-2. 2023.

Exploring the Effects of Scanpath Feature Engineering for Supervised Image Classification Models

Byrne, Sean Anthony, Virmarie Maquiling, Adam Peter Frederick Reynolds, Luca Polonio, Nora Castner, and Enkelejda Kasneci. "Exploring the Effects of Scanpath Feature Engineering for Supervised Image Classification Models." Proceedings of the ACM on Human-Computer Interaction 7, no. ETRA (2023): 1-18.

Precise localization of corneal reflections in eye images using deep learning trained on synthetic data

Byrne, Sean Anthony, Marcus Nyström, Virmarie Maquiling, Enkelejda Kasneci, and Diederick C. Niehorster. "Precise localization of corneal reflections in eye images using deep learning trained on synthetic data." arXiv preprint arXiv:2304.05673 (2023).

Multiperspective Teaching of Unknown Objects via Shared-gaze-based Multimodal Human-Robot Interaction

Daniel Weber, Wolfgang Fuhl, Enkelejda Kasneci, Andreas Zell,  HRI '23: Proceedings of the 2023 ACM/IEEE International Conference on Human-Robot Interaction, 2023.

ChatGPT for Good? On Opportunities and Challenges of Large Language Models for Education

Enkelejda Kasneci, Kathrin Sessler, Stefan Küchemann, Maria Bannert, Daryna Dementieva, Frank Fischer, Urs Gasser, Georg Groh, Stephan Günnemann, Eyke Hüllermeier, Stephan Krusche, Gitta Kutyniok, Tilman Michaeli, Claudia Nerdel, Jürgen Pfeffer, Oleksandra Poquet, Michael Sailer, Albrecht Schmidt, Tina Seidel, Matthias Stadler, Jochen Weller, Jochen Kuhn, Gjergji Kasneci. Learning and Individual Differences 103 (2023) 102274, 2023.

A position paper by TUM and LMU.

Static Laser Feedback Interferometry based Gaze Estimation for Wearable Glasses

Johannes Meyer, Stefan Gering, Enkelejda Kasneci. IEEE Sensors Journal, 2023.

Probabilistic Contrastive Learning Recovers the Correct Aleatoric Uncertainty of Ambiguous Inputs

Michael Kirchhof, Enkelejda Kasneci, Seong Joon Oh. arXiv:2302.02865, 2023.

When are post-hoc conceptual explanations identifiable?

Tobias Leemann, Michael Kirchhof, Yao Rong, Enkelejda Kasneci, and Gjergji Kasneci. Uncertainty in Artificial Intelligence (UAI), 2023.

URL: A Representation Learning Benchmark for Transferable Uncertainty Estimates

Michael Kirchhof, Bálint Mucsányi, Seong Joon Oh, and Enkelejda Kasneci. NeurIPS Datasets and Benchmarks, 2023.

2022

Towards Human-centered Explainable AI: User Studies for Model Explanations

Yao Rong, Tobias Leemann, Thai-Trang, Nguyen, Lisa Fiedler, Peizhu Qian, Vaibhav Unhelkar, Tina Seidel, Gjergji Kasneci, Enkelejda Kasneci. arXiv:2210.11584, 2022

 

Eye-Tracking-Based Prediction of User Experience in VR Locomotion Using Machine Learning

Hong Gao and Enkelejda Kasneci. Computer Graphics Forum. The Eurographics Association and John Wiley & Sons Ltd., 2022.

 

The Evaluation of Gait-Free Locomotion Methods with Eye Movement in Virtual Reality

Hong Gao, Lasse Frommelt, and Enkelejda Kasneci. 2022 IEEE International Symposium on Mixed and Augmented Reality (ISMAR-Adjunct), 2022.

 

Exploring Gender Differences in Computational Thinking Learning in a VR Classroom: Developing Machine Learning Models Using Eye-Tracking Data and Explaining the Models

Hong Gao, Lisa Hasenbein, Efe Bozkir, Richard Göllner and Enkelejda Kasneci. International Journal of Artificial Intelligence in Education, pages 1–26. Springer, 2022.

 

Evaluating the Effects of Virtual Human Animation on Students in an Immersive VR Classroom Using Eye Movements

Hong Gao, Lisa Hasenbein, Efe Bozkir, Richard Göllner and Enkelejda Kasneci. Proceedings of the 28th ACM Symposium on Virtual Reality Software and Technology (VRST ’22). ACM, 2022

 

A Non-isotropic Probabilistic Take on Proxy-based Deep Metric Learning

 

Comparative Analysis of Vehicle-Based and Driver-Based Features for Driver Drowsiness Monitoring by Support Vector Machines

Mohamed Hedi Baccour , Frauke Driewer, Tim Schäck and Enkelejda Kasneci. IEEE Transactions on Intelligent Transportation Systems, 2022.

 

Artificial Intelligence based Position Detection for Hydraulic Cylinders using Scattering Parameters

Chen Xin, Thomas Motz, Wolfgang Fuhl, Andreas Hartel and Enkelejda Kasneci. arXiv:2209.01010, 2022.


An overview of all publications can be found on Google Scholar.