Anonymization of Faces: Technical and Legal Perspectives
Hellmann, Fabio et al. "Anonymization of Faces: Technical and Legal Perspectives." Datenschutz und Datensicherheit-DuD. Springer Fachmedien Wiesbaden, 2024
CV
Education
- Dr. rer. nat. in Computer Science, University of Augsburg, 2026 (expected)
- M.S. in Computer Science, University of Augsburg, 2020
- B.S. in Computer Science, University of Applied Sciences Munich, 2017
- Technical college entrance qualification, Staatl. Fachober- und Berufsoberschule Technik, 2013
- Vocational Baccalaureata Diploma, Staatl. Berufsschule für Informationstechnik, 2012
- Secondary school-leaving certificate, Städt. Carl-Spitzweg-Realschule, 2009
Work experience
- Dez. 2020 - now: Research Assistant
- University of Augsburg, Augsburg, Germany
- Apr. 2020 - Nov. 2020: Research Assistant Student
- University of Augsburg, Augsburg, Germany
- Duties included: Developing a hybrid solution with Bayesian Network and Deep Learning for facial action units (FACS) to pain level.
- Apr. 2017 - Jul. 2018: Working Student
- Check24 Finanzservice GmbH, Munich, Germany
- Duties included: Design software architecture for a microservice structure and full-stack development of Java applications in an agile software development environment.
- Oct. 2013 - Dec. 2017: Freelancer
- Fabio Hellmann
- Duties included: Planned, designed, and developed Java and Android applications.
- Sep. 2013 - Mar. 2017: Integrated Degree Program
- Dionex Softron GmbH a part of Thermo Fisher Scientific, Germering, Germany
- Duties included: Planned, designed, and developed an internal web platform for analysing different project data from external services with C# .NET.
- Sep. 2009 - Jul. 2012: IT Specialist for Application Development (Vocational Training)
- Retarus GmbH, Munich, Germany
- Duties included: Development of Java backend applications to improve the workflow by optimization and automation of departments.
Skills
- Languages
- German (native)
- English (professional)
- Hard
- Programming Languages: Python, Java, C#, C++, Scala, GO
- Frameworks: PyTorch, Tensorflow
- Tools: Git
- Database: SQL, NoSQL
- Soft
- Self-Discipline
- Motivation
- Personal Responsibility
- Teamwork
- Emotional Intelligence
- Communication Skills
- Criticism
- Presentation Techniques
- Analytical Skills
- Problem-Solving Ability
Publications
Comparison of clinical geneticist and computer visual attention in assessing genetic conditions
Duong, Dat et al. "Comparison of clinical geneticist and computer visual attention in assessing genetic conditions." PLoS genetics. Public Library of Science, 2024
The STOIC2021 COVID-19 AI challenge: applying reusable training methodologies to private data (preprint)
Boulogne, Luuk et al. "The STOIC2021 COVID-19 AI challenge: applying reusable training methodologies to private data (preprint)." PrePrint. 2023
Few-shot meta-learning for recognizing facial phenotypes of genetic disorders
Sümer, Ömer et al. "Few-shot meta-learning for recognizing facial phenotypes of genetic disorders." PrePrint. IOS Press, 2023
Ganonymization: A gan-based face anonymization framework for preserving emotional expressions
Hellmann, Fabio et al. "Ganonymization: A gan-based face anonymization framework for preserving emotional expressions." ACM Transactions on Multimedia Computing, Communications and Applications. ACM, 2023
Improving deep facial phenotyping for ultra-rare disorder verification using model ensembles
Hustinx, Alexander et al. "Improving deep facial phenotyping for ultra-rare disorder verification using model ensembles." Proceedings of the IEEE/CVF winter conference on applications of computer vision. 2023
Towards automated COVID-19 presence and severity classification
Müller, Dominik et al. "Towards automated COVID-19 presence and severity classification." arXiv preprint arXiv:2305.08660. 2023
NFB-03. Neurological manifestations in children and adolescents with Neurofibromatosis type 1-Implications for management and surveillance
Angelova-Toshkina, Daniela et al. "NFB-03. Neurological manifestations in children and adolescents with Neurofibromatosis type 1-Implications for management and surveillance." Neuro-Oncology. Oxford University Press, 2022
Deformable dilated faster R-CNN for universal lesion detection in CT images
Hellmann, Fabio et al. "Deformable dilated faster R-CNN for universal lesion detection in CT images." 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). IEEE, 2021
Talks
Accurate NF1 Surveillance: Early Cerebral Abnormalities - Detection with AI
Presentation at University Hospital Augsburg, Specialist Center for Tumor Disposition Syndrome, Augsburg, Germany
Teaching
Voluntary Work
- Jul. 2021 – present: Swimming coach, SB Delphin
- Aug. 2017: Lifeguard at the Baltic Sea, DLRG
- Jul. 2016 – Aug. 2016: Lifeguard at the Baltic Sea, DLRG
- Oct. 2014 – Feb. 2017: Member of the student council 07 at the University of Applied Sciences Munich
- Jul. 2013 – Aug. 2013: Lifeguard at the Baltic Sea, DLRG
- Jul. 2013 – present: Youth leader of the swimming department, FC Puchheim
- Nov. 2011 – Jul. 2013: Assistant youth leader of the swimming department, FC Puchheim
- Oct. 2010 – present: Swimming coach, FC Puchheim