My research focus is robust and efficient 3D human understanding, especially with robotics application scenarios in mind.
This work has been funded in part from a scholarship of the Bosch Research Foundation.
My methods have won 3D human pose estimation competitions at ECCV 2018 and 2020 and I have received Outstanding Reviewer Awards at CVPR 2021 and 2022.
Among others, I am excited about future research on holistic human+scene understanding, as well as uncertainty-aware semi- and self-supervised learning for human-related tasks.
As for my past, I received my B.Sc. from the Budapest University of Technology and Economics in my home country of Hungary, with a thesis on machine learning approaches for medical diagnosis classification.
During my M.Sc. studies at RWTH Aachen University, I initially worked on medical image processing with Prof. Thomas M. Deserno,
then joined Prof. Bastian Leibe's computer vision group to write my master thesis on visual crowd counting and pedestrian flow analysis. I am currently a PhD student in the same group.
- Stefan Erlbeck (master thesis on Temporal Modeling of 3D Human Poses in Multi-Person Interaction Scenarios, 2022)
- Yinglun Liu (master thesis on Monocular 3D Human Pose Estimation using Depth as Privileged Information, 2021)
- Markus Knoche (master thesis on Volumetric Feature Transformation for Pose-Conditioned Human Image Synthesis, 2020 - CVPRW'20 paper)
- Kilian Pfeiffer (co-advised on human pose topics, master thesis on Multi-aspect Embedding Learning for Person Re-Identification, 2019 - GCPR'19 paper)
- Thanh Nguyen (student assistant)
IEEE Trans Biometrics, Behavior, and Identity Science (T-BIOM), Selected Best Works From Automated Face and Gesture Recognition (FG) 2020.
Workshop on Human-Centric Image/Video Synthesis, Conference on Computer Vision and Pattern Recognition (CVPRW), 2020.
IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2020. (Oral)
German Conference on Pattern Recognition (GCPR), 2019. (Dortmund, Germany)
Extended abstract at the ECCV PoseTrack Workshop (ECCVW), 2018. (Munich, Germany)
Workshop on Robotic Co-Workers 4.0 at IEEE/RSJ International Conference on Intelligent Robots and Systems (IROSW), 2018. (Madrid, Spain)
Medical Informatics Publications
Methods of Information in Medicine, 2014;53(4):238-44
Conference of the German Association for Medical Education (GMA), 2014.
SPIE Medical Imaging 2014: Computer-Aided Diagnosis (Vol. 9035, p. 90353C), 2014.
SPIE Medical Imaging 2013: Computer-Aided Diagnosis (Vol. 8670, p. 86702J), 2013.
Conference of the German Association for Medical Informatics, Biometry and Epidemiology (GMDS), 2013. (Lübeck, Germany)
Theses and Term Papers
RWTH Aachen University, Germany, 2015.
Seminar Current Topics in Computer Vision and Machine Learning, RWTH Aachen University, 2014.
Seminar Multimedia Retrieval and Data Mining, RWTH Aachen University, 2013.
Institute of Medical Informatics, RWTH Aachen University, 2016.
(HU: Egészségügyi Kódolástámogató Rendszer Fejlesztése)
Budapest University of Technology and Economics, Hungary, 2011.
- Winter 2021
- Summer 2021
- Winter 2020
- Summer 2020
- Winter 2019/20
- Summer 2019
- Summer 2018
- Winter 2017/18