Vasileios Belagiannis


Professorship for Practical Computer Science/Computer Vision

Department of Simulation and Graphics

Otto von Guericke University Magdeburg

Vasileios Belagiannis is Professor at the Faculty of Computer Science of the Otto von Guericke University Magdeburg. He holds a degree in engineering (Greece, 2009) from Democritus University of Thrace, Engineering School of Xanthi and M.Sc. in Computational Science and Engineering from TU München (Germany, 2011). He completed his doctoral studies at TU München (2015) and then continued as post-doctoral research assistant at the University of Oxford (Visual Geometry Group). Prior to joining Magdeburg University, he spent time in industry, working at OSRAM, and then Ulm University.

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Contact

Prof. Dr. Vasileios Belagiannis
Otto von Guericke University Magdeburg
Faculty of Computer Science
Department of Simulation and Graphics
Universitätsplatz 2
39106 Magdeburg, Germany

Email: first.last@ovgu.de
Phone: +49 (0)391 67-58873

Consultation hours by arrangement.

Recent Accepted Work

Publications

Conrad, Joschua, Jiang, Biyi, K{\"a}sser, Paul, Belagiannis, Vasileios, Ortmanns, Maurits, Nonlinearity Modeling for Mixed-Signal Inference Accelerators in Training Frameworks, 2021 28th IEEE International Conference on Electronics, Circuits, and Systems (ICECS), 2021.

Publication

Cordeiro, F. R., Belagiannis, Vasileios, Reid, Ian, Carneiro, Gustavo, PropMix: Hard Sample Filtering and Proportional MixUp for Learning with Noisy Labels, The 32nd British Machine Vision Conference, 2021.

Pre-print Publication Code

Bouazizi, Arij, Kressel, Ulrich, Belagiannis, Vasileios, Learning Temporal 3D Human Pose Estimation with Pseudo-Labels, 2021 17th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), 2021.

Pre-print Publication Code

Engel, Nico, Belagiannis, Vasileios, Dietmayer, Klaus, Point Transformer, IEEE Access, 2021.

Pre-print Publication Code

Liu, Fengbei, Tian, Yu, Cordeiro, Filipe R, Belagiannis, Vasileios, Reid, Ian, Carneiro, Gustavo, Self-supervised mean teacher for semi-supervised chest x-ray classification, International Workshop on Machine Learning in Medical Imaging, 2021.

Pre-print Publication

Wiederer, Julian, Bouazizi, Arij, Troina, Marco, Kressel, Ulrich, Belagiannis, Vasileios, Anomaly Detection in Multi-Agent Trajectories for Automated Driving, Conference on Robot Learning, 2022.

Pre-print Publication Code

Hornauer, Julia, Nalpantidis, Lazaros, Belagiannis, Vasileios, Visual Domain Adaptation for Monocular Depth Estimation on Resource-Constrained Hardware, Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, 2021.

Pre-print Publication Code

Bouazizi, Arij, Wiederer, Julian, Kressel, Ulrich, Belagiannis, Vasileios, Self-supervised 3d human pose estimation with multiple-view geometry, 2021 16th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2021), 2021.

Pre-print Publication Code

Engel, Nico, Belagiannis, Vasileios, Dietmayer, Klaus, Attention-based Vehicle Self-Localization with HD Feature Maps, 2021 IEEE International Intelligent Transportation Systems Conference (ITSC), 2021.

Pre-print Publication

Schreiber, Marcel, Belagiannis, Vasileios, Gl{\"a}ser, Claudius, Dietmayer, Klaus, Dynamic Occupancy Grid Mapping with Recurrent Neural Networks, 2021 IEEE International Conference on Robotics and Automation (ICRA), 2021.

Pre-print Publication

Sachdeva, Ragav, Cordeiro, Filipe R, Belagiannis, Vasileios, Reid, Ian, Carneiro, Gustavo, EvidentialMix: Learning with Combined Open-set and Closed-set Noisy Labels, Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2021.

Pre-print Publication Project Code

Werner Teich, Ruiqi Liu, Vasileios Belagiannis, Deep Learning versus High-order Recurrent Neural Network based Decoding for Convolutional Codes, GLOBECOM 2020 – 2020 IEEE Global Communications Conference, 2020.

Publication

Youssef Dawoud, Julia Hornauer, Gustavo Carneiro, Vasileios Belagiannis, Few-Shot Microscopy Image Cell Segmentation, Joint European Conference on Machine Learning and Knowledge Discovery in Databases, 2020.

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Leslie Casas, Attila Klimmek, Nassir Navab, Vasileios Belagiannis, Adversarial Signal Denoising with Encoder-Decoder Networks, 2020 28th European Signal Processing Conference (EUSIPCO), 2021.

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Wiederer, Julian, Bouazizi, Arij, Kressel, Ulrich, Belagiannis, Vasileios, Traffic Control Gesture Recognition for Autonomous Vehicles, 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2020.

Pre-print Code Data

Strohbeck, Jan, Belagiannis, Vasileios, M{\"{u}}ller, Johannes, Herrmann, Martin, Schreiber, Marcel, Buchholz, Michael, Multiple Trajectory Prediction with Deep Temporal and Spatial Convolutional Neural Networks, 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2020.

Horn, Markus, Engel, Nico, Belagiannis, Vasileios, Buchholz, Michael, Dietmayer, Klaus, DeepCLR: Correspondence-Less Architecture for Deep End-to-End Point Cloud Registration, 2020 IEEE 23rd International Conference on Intelligent Transportation Systems (ITSC), 2020.

Pre-print

Schreiber, Marcel, Belagiannis, Vasileios, Gl{\"a}ser, Claudius, Dietmayer, Klaus, Motion Estimation in Occupancy Grid Maps in Stationary Settings Using Recurrent Neural Networks, 2020 IEEE International Conference on Robotics and Automation (ICRA), 2020.

Pre-print Project Video

Nico Engel, Stefan Hoermann, Markus Horn, Vasileios Belagiannis, Klaus Dietmayer, DeepLocalization: Landmark-based Self-Localization with Deep Neural Networks, 2019 IEEE Intelligent Transportation Systems Conference (ITSC), 2019.

Pre-print Publication Project Video

Johannes M{\"{u}}ller, Martin Herrmann, Jan Strohbeck, Vasileios Belagiannis, Michael Buchholz, {LACI:} Low-effort Automatic Calibration of Infrastructure Sensors, 2019 IEEE Intelligent Transportation Systems Conference (ITSC), 2019.

Irtiza Hasan, Francesco Setti, Theodore Tsesmelis, Vasileios Belagiannis, Sikandar Amin, Alessio {Del Bue}, Marco Cristani, Fabio Galasso, Forecasting People Trajectories and Head Poses by Jointly Reasoning on Tracklets and Vislets, IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019.

Pre-print Publication Data

Felix Achilles, Federico Tombari, Vasileios Belagiannis, Anna Mira Loesch, Soheyl Noachtar, Nassir Navab, Convolutional neural networks for real-time epileptic seizure detection, Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization, 2018.

Vasileios Belagiannis, Azade Farshad, Fabio Galasso, Adversarial Network Compression, Computer Vision – {ECCV} 2018 Workshops – Munich, Germany, September 8-14, 2018, Proceedings, Part {IV}, 2018.

Pre-print Publication Project

Vasileios Belagiannis, Andrew Zisserman, Recurrent Human Pose Estimation, 2017 12th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2017), 2017.

Pre-print Publication Project Code Data

Christoph Baur, Fausto Milletari, Vasileios Belagiannis, Nassir Navab, Pascal Fallavollita, Automatic 3D reconstruction of electrophysiology catheters from two-view monoplane C-arm image sequences, International journal of computer assisted radiology and surgery, 2016.

Nicola Rieke, David Joseph Tan, Chiara Amat di San Filippo, Federico Tombari, Mohamed Alsheakhali, Vasileios Belagiannis, Abouzar Eslami, Nassir Navab, Real-time localization of articulated surgical instruments in retinal microsurgery, Medical Image Analysis, 2016.

Vasileios Belagiannis, Xinchao Wang, Horesh Ben Shitrit, Kiyoshi Hashimoto, Ralf Stauder, Yoshimitsu Aoki, Michael Kranzfelder, Armin Schneider, Pascal Fua, Slobodan Ilic, Hubertus Feussner, Nassir Navab, Parsing human skeletons in an operating room, Machine Vision and Applications, 2016.

Pre-print Publication Project Data

Vasileios Belagiannis, Sikandar Amin, Mykhaylo Andriluka, Bernt Schiele, Nassir Navab, Slobodan Ilic, 3D Pictorial Structures Revisited: Multiple Human Pose Estimation, IEEE Transactions on Pattern Analysis and Machine Intelligence, 2016.

Pre-print Publication Project Video

Shadi Albarqouni, Christoph Baur, Felix Achilles, Vasileios Belagiannis, Stefanie Demirci, Nassir Navab, AggNet: Deep Learning From Crowds for Mitosis Detection in Breast Cancer Histology Images, IEEE transactions on medical imaging, 2016.

Publication Project

Iro Laina, Christian Rupprecht, Vasileios Belagiannis, Federico Tombari, Nassir Navab, Deeper Depth Prediction with Fully Convolutional Residual Networks, 2016 Fourth international conference on 3D vision (3DV), 2016.

Pre-print Publication Project Code

Vasileios Belagiannis, Christian Rupprecht, Gustavo Carneiro, Nassir Navab, Robust Optimization for Deep Regression, Proceedings of the IEEE international conference on computer vision, 2015.

Pre-print Publication Project Code

Falk Schubert, Daniele Casaburo, Dirk Dickmanns, Vasileios Belagiannis, Revisiting Robust Visual Tracking Using Pixel-Wise Posteriors, International Conference on Computer Vision Systems, 2015.

Pre-print Publication Project

Nissler, Christian, Mouriki, Nikoleta, Castellini, Claudio, Belagiannis, Vasileios, Navab, Nassir, OMG: introducing optical myography as a new human machine interface for hand amputees, 2015 IEEE International Conference on Rehabilitation Robotics (ICORR), 2015.

Achilles, Felix, Belagiannis, Vasileios, Tombari, Federico, Loesch, Anna Mira, Cunha, Joao Paulo, Navab, Nassir, Noachtar, Soheyl, Deep convolutional neural networks for automatic identification of epileptic seizures in infrared and depth images, Journal of the Neurological Sciences, 2015.

Mehmet Yigitsoy, Vasileios Belagiannis, A. Djurka, Amin Katouzian, Slobodan Ilic, E. Pernus, Abouzar Eslami, Nassir Navab, Random ferns for multiple target tracking in microscopic retina image sequences, 2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI), 2015.

Lichao Wang, Vasileios Belagiannis, Carsten Marr, Fabian J. Theis, Guang{-}Zhong Yang, Nassir Navab, Anatomic-landmark detection using graphical context modelling, 2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI), 2015.

Nicola Rieke, David Joseph Tan, Mohamed Alsheakhali, Federico Tombari, Chiara Amat di San Filippo, Vasileios Belagiannis, Abouzar Eslami, Nassir Navab, Surgical Tool Tracking and Pose Estimation in Retinal Microsurgery, International Conference on Medical Image Computing and Computer-Assisted Intervention, 2015.

Vasileios Belagiannis, Christian Amann, Nassir Navab, Slobodan Ilic, Holistic Human Pose Estimation with Regression Forests, International Conference on Articulated Motion and Deformable Objects, 2014.

Pre-print Publication Project

Vasileios Belagiannis, Sikandar Amin, Mykhaylo Andriluka, Bernt Schiele, Nassir Navab, Slobodan Ilic, 3D Pictorial Structures for Multiple Human Pose Estimation, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2014.

Pre-print Publication Project Data Video

Vasileios Belagiannis, Xinchao Wang, Bernt Schiele, Pascal Fua, Slobodan Ilic, Nassir Navab, Multiple Human Pose Estimation with Temporally Consistent 3D Pictorial Structures, European Conference on Computer Vision Workshops, 2014.

Fausto Milletari, Vasileios Belagiannis, Nassir Navab, Pascal Fallavollita, Fully Automatic Catheter Localization in C-Arm Images Using {\(\mathscr{l}\)}1-Sparse Coding, International Conference on Medical Image Computing and Computer-Assisted Intervention, 2014.

Vasileios Belagiannis, Falk Schubert, Nassir Navab, Slobodan Ilic, Segmentation Based Particle Filtering for Real-Time 2D Object Tracking, European Conference on Computer Vision, 2012.

Pre-print Publication Project Video

Stauder, Ralf, Belagiannis, Vasileios, Schwarz, Loren, Bigdelou, Ali, Soehngen, Eric, Ilic, Slobodan, Navab, Nassir, A user-centered and workflow-aware unified display for the operating room, MICCAI Workshop on Modeling and Monitoring of Computer Assisted Interventions (M2CAI), 2012.

Rigas Kouskouridas, Nikolaos Kyriakoulis, Dimitrios Chrysostomou, Vasileios Belagiannis, Spyridon G. Mouroutsos, Antonios Gasteratos, The Vision System of the {ACROBOTER} Project, International Conference on Intelligent Robotics and Applications, 2009.

Kouskouridas, Rigas, Belagiannis, Vasileios, Gasteratos, Antonios, Kyriakoulis, Nikolaos, Chrysostomou, Dimitrios, Iosifidis, Alexandros, Karakasis, Evaggelos, Badekas, Efthimios, Mouroutsos, Spyridon G, Intelligent integrated vision system for indoor robotics applications, 5th, 2009.

Belagiannis, Vasileios, Gasteratos, Antonios, A real-time visual detection and tracking system, 3rd Pan-Hellenic Student Conference in Informatics, 2009.

Impressum, Data Privacy