Csaba Benedek

Csaba Benedek serves as a Full Professor at the Faculty of Information Technology and Bionics, Péter Pázmány Catholic University (PPKE ITK) in Budapest and Deputy Director for scientific coordination at the Hungarian Research Network Institute for Computer Science and Control (HUN-REN SZTAKI). He leads the Geo-Information Computing (GeoComp) research group within SZTAKI's Machine Perception Research Laboratory, where he holds the position of Scientific Advisor (DSc). Additionally, he serves as Vice Chairman of the John von Neumann Computer Society and represents Hungary in several international academic organizations including the International Association of Pattern Recognition.

His academic credentials include:

• DSc (Doctor of the Hungarian Academy of Sciences) in Engineering Sciences (Information Science), October 2020
• Dr. habil., October 2017, Pázmány Péter Catholic University
• Ph.D. in Image Processing with Summa cum Laude, June 2008
• M.Sc. in Computer Sciences with honors, June 2004

Dr. Benedek's research focuses on the interpretation and reconstruction of dynamic urban scenes from LIDAR point cloud sequences using aerial measurements and mobile/terrestrial data. His work spans medical image analysis, remote sensing, and pattern recognition using probabilistic and machine learning approaches. He has published the book 'Multi-Level Bayesian Models for Environment Perception' through Springer in 2022. His research methodology emphasizes mathematical modeling, Bayesian approaches, hierarchical scene analysis, and stochastic optimization techniques for change detection and 3D/4D reconstruction.

His major scientific recognitions include:

• Master Teacher Golden Medal (2023)
• Michelberger Master Prize (2020)
• Bolyai Plaquette (2019)
• IEEE Senior Member status (2018)
• Multiple Publication Awards from SZTAKI
• Janos Bolyai Research Fellowships

As an academic advisor, Dr. Benedek has successfully supervised numerous PhD students including Attila Börcs (2018), Balázs Nagy (2020), and Yahya Ibrahim (2023), with several current PhD candidates. He has served as principal investigator for multiple Hungarian Scientific Research Fund (OTKA) projects and leads various National, EU-funded, EDA and ESA projects including the current ESA project 'AI based Fusion of Satellite/Airborne data for Biodiversity Change Characterization' (2023-2025) and NKFIA OTKA project (2022-2026).

Dr. Benedek's GeoComp research group maintains extensive international collaborations with institutions including TUDelft in the Netherlands, Australian Centre for Field Robotics, CSIRO in Australia, DLR Oberpfaffenhofen in Germany, and University of Pisa in Italy. His team specializes in developing advanced techniques for urban scene perception, multisensorial spatial data analysis, and practical applications in urban planning, medical imaging, and defense technologies.