Fabian
Gröger
Fabian Gröger
Gröger Fabian HSLU I
Research Associate Doctoral Student
Biography
Responsibilities
- Scientific Collaborator at the Algorithmic Business (ABIZ) Research Lab
- Lecturer in the CAS Machine Learning
Experience
- Data Scientist, Jaywalker Digital
- Research Assistant at the Algorithmic Business (ABIZ) Research Lab
- Teaching Assistant for the Advanced Machine Learning Module in the AIML Bachelor Program
- Teaching Assistant for the Bachelor in Artificial Intelligence & Machine Learning
- Trainee in Robotic Process Automation, Schindler Group
- Full-Stack developer, ADMIA Solutions GmbH
- IT Apprentice, PRtools GmbH
Education
- ongoing PhD in Biomedical Engineering, University of Basel
- Master of Science in Engineering (MSE), Data Science / Machine Learning, Lucerne University of Applied Sciences
- Bachelor of Science in Computer Science, Lucerne University of Applied Sciences
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Professional competencies
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Machine Learning & Deep Learning
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Time Series and Audio Data
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Self-Supervised Learning
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Teaching and research focus
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Data Science
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Machine Learning & Deep Learning
Research projects
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Strategic Collaboration with Prepress Media AG
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IDN Volksmusik-KI an Alpentöne 2025
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AI for All
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Onset-Detection von Schlagzeugklängen in komplexen Schallsignalen
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Onset-Detection von Schlagzeugklängen in komplexen Schallsignalen
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Counteracting Data Scarcity in MedTech
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A Machine-Learning Approach to Small-Hotel Revenue-Management
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Onset-Detection von Schlagzeugklängen in komplexen Schallsignalen
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Museum Exposition on Food & Artificial Intelligence
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PollenFace - Face recognition for bioaerosol particle identification
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Umgang mit Geld
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Transparenz im Temporary Housing Markt
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ITC – Generierte AR-Soundscapes
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AI Ice Cream
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IAC
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Artificial Yodel
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Erkennung von Handekzemen mit Machine Learning
Publications and presentations
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Gottfrois, Philippe Léon-Marius; Gröger, Fabian; Andriambololoniaina, Herizo; Amruthalingam, Ludovic; Rakotoarisaona, Mendrika; Gonzales-Jimenez, Alvaro; Lionetti, Simone; Ng, Wingston; Hsu, Christophe; Kessy, Agnes; Pouly, Marc; Mavura, Daudi; Faith, Dingase; Traoré, Ibrahima; Rapelanoro, Rabenja & Navarini, Alexander (2024). PASSION for Dermatology: Bridging the Diversity Gap with Pigmented Skin Images from Sub-Saharan Africa. Proceedings of the 27th International Conference on Medical Image Computing and Computer Assisted Intervention,
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Gröger, Fabian; Lionetti, Simone; Gottfrois, Philippe Léon-Marius; Gonzales-Jimenez, Alvaro; Amruthalingam, Ludovic; Groh, Matthew; Navarini, Alexander & Pouly, Marc (2024). Intrinsic Self-Supervision for Data Quality Audits. NeurIPS’24: Proceedings of the 38th Annual Conference on Neural Information Processing Systems,
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Gonzalez-Jimenez, Alvaro; Lionetti, Simone; Gottfrois, Philippe Léon-Marius; Gröger, Fabian; Pouly, Marc & Navarini, Alexander (2023). Robust T-Loss for Medical Image Segmentation. MICCAI'23: Proceedings of the 26thInternational Conference on Medical Image Computing and Computer Assisted Intervention,
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Gröger, Fabian; Lionetti, Simone; Gottfrois, Philippe Léon-Marius; Gonzales-Jimenez, Alvaro; Groh, Matthew; Daneshjou, Roxana; Consortium, Labelling; Navarini, Alexander & Pouly, Marc (2023). Towards Reliable Dermatology Evaluation Benchmarks. Proceedings of the Machine Learning for Health conference, 2023,
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Gröger, Fabian; Pouly, Marc; Tinner, Flavia & Brandes, Leif (2022). Assessing Guest Nationality Composition from Hotel Reviews. Proceedings of the 9th Swiss Data Science Conference, 1.
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Gröger, Fabian; Gottfrois, Philippe Léon-Marius; Amruthalingam, Ludovic; Gonzalez-Jimenez, Alvaro; Lionetti, Simone; Navarini, Alexander & Pouly, Marc (2022). Towards Reducing The Need For Annotations In Digital Dermatology With Self-supervised Learning. ECAI’22: European Conference on Artificial Intelligence, Proceedings of Workshop 31: Scarce Data in Artificial Intelligence for Healthcare, 11-16. doi: 10.5220/0000164800003523
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Willi, Adrian; Baumann, Pascal; Erb, Sophie; Gröger, Fabian; Lionetti, Simone & Zeder, Yanick (14.06.2024). Self-Supervised and Few-Shot Learning for Robust Bioaerosol Monitoring. arXiv preprint,
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Gröger, Fabian; Lionetti, Simone; Gottfrois, Philippe Léon-Marius; Gonzalez-Jimenez, Alvaro; Amruthalingam, Ludovic; Consortium, Labelling; Groh, Matthew; Navarini, Alexander & Pouly, Marc (2023). SelfClean: A Self-Supervised Data Cleaning Strategy. arXiv,
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Pouly, Marc; Mazumder, Sita & Gröger, Fabian (2021). Künstliche Intelligenz für KMUs. Unternehmerzeitung, 18-19.
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Publications and presentations - Article, review; peer reviewed
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Gottfrois, Philippe Léon-Marius; Gröger, Fabian; Andriambololoniaina, Herizo; Amruthalingam, Ludovic; Rakotoarisaona, Mendrika; Gonzales-Jimenez, Alvaro; Lionetti, Simone; Ng, Wingston; Hsu, Christophe; Kessy, Agnes; Pouly, Marc; Mavura, Daudi; Faith, Dingase; Traoré, Ibrahima; Rapelanoro, Rabenja & Navarini, Alexander (2024). PASSION for Dermatology: Bridging the Diversity Gap with Pigmented Skin Images from Sub-Saharan Africa. Proceedings of the 27th International Conference on Medical Image Computing and Computer Assisted Intervention,
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Gröger, Fabian; Lionetti, Simone; Gottfrois, Philippe Léon-Marius; Gonzales-Jimenez, Alvaro; Amruthalingam, Ludovic; Groh, Matthew; Navarini, Alexander & Pouly, Marc (2024). Intrinsic Self-Supervision for Data Quality Audits. NeurIPS’24: Proceedings of the 38th Annual Conference on Neural Information Processing Systems,
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Gonzalez-Jimenez, Alvaro; Lionetti, Simone; Gottfrois, Philippe Léon-Marius; Gröger, Fabian; Pouly, Marc & Navarini, Alexander (2023). Robust T-Loss for Medical Image Segmentation. MICCAI'23: Proceedings of the 26thInternational Conference on Medical Image Computing and Computer Assisted Intervention,
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Gröger, Fabian; Lionetti, Simone; Gottfrois, Philippe Léon-Marius; Gonzales-Jimenez, Alvaro; Groh, Matthew; Daneshjou, Roxana; Consortium, Labelling; Navarini, Alexander & Pouly, Marc (2023). Towards Reliable Dermatology Evaluation Benchmarks. Proceedings of the Machine Learning for Health conference, 2023,
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Gröger, Fabian; Pouly, Marc; Tinner, Flavia & Brandes, Leif (2022). Assessing Guest Nationality Composition from Hotel Reviews. Proceedings of the 9th Swiss Data Science Conference, 1.
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Gröger, Fabian; Gottfrois, Philippe Léon-Marius; Amruthalingam, Ludovic; Gonzalez-Jimenez, Alvaro; Lionetti, Simone; Navarini, Alexander & Pouly, Marc (2022). Towards Reducing The Need For Annotations In Digital Dermatology With Self-supervised Learning. ECAI’22: European Conference on Artificial Intelligence, Proceedings of Workshop 31: Scarce Data in Artificial Intelligence for Healthcare, 11-16. doi: 10.5220/0000164800003523
Publications and presentations - Article, review; not peer reviewed
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Willi, Adrian; Baumann, Pascal; Erb, Sophie; Gröger, Fabian; Lionetti, Simone & Zeder, Yanick (14.06.2024). Self-Supervised and Few-Shot Learning for Robust Bioaerosol Monitoring. arXiv preprint,
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Gröger, Fabian; Lionetti, Simone; Gottfrois, Philippe Léon-Marius; Gonzalez-Jimenez, Alvaro; Amruthalingam, Ludovic; Consortium, Labelling; Groh, Matthew; Navarini, Alexander & Pouly, Marc (2023). SelfClean: A Self-Supervised Data Cleaning Strategy. arXiv,
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Pouly, Marc; Mazumder, Sita & Gröger, Fabian (2021). Künstliche Intelligenz für KMUs. Unternehmerzeitung, 18-19.
Publications and presentations - Report/working paper
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Gröger, Fabian (2022). Self-Supervised Pre-Training for Texture Segmentation and Diagnosis in Dermatology (Bericht).
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Gröger, Fabian (2021). Detecting Prejudice and Bias in Hotel Reviews (Bericht).
Publications and presentations - Theses (Bachelor/Master/Dissertation/Habilitation)
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Gröger, Fabian (2023). Self-Supervised Pre-Training for Digital Dermatology & Data-Centric Approach to Medical Imaging (nicht veröffentlichte Master-/Lizentiats-/Diplomarbeit). Lucerne University of Applied Sciences and Arts, Rotkreuz, Switzerland.
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Gröger, Fabian (2023). Self-Supervised Pre-Training for Digital Dermatology & Data-Centric Approach to Medical Imaging (nicht veröffentlichte Master-/Lizentiats-/Diplomarbeit). Lucerne University of Applied Sciences and Arts, Rotkreuz, Switzerland.
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Gröger, Fabian (02.12.2024). Outstanding Reviewer für Outstanding Reviewer for the Journal of the European Academy of Dermatology and Venereology (JEADV).
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Gröger, Fabian (14.11.2024). Best Lightning Talk and Abstract Award für Best Lightning Talk and Abstract at Symposium on AI-Driven Advances in Clinical and Translational Medicine, Biomedical Data Science Center Lausanne.
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Jimenez, Alvaro Gonzales; Lionetti, Simone; Gottfrois, Philippe Léon-Marius; Gröger, Fabian; Pouly, Marc & Navarini, Alexander (12.10.2023). Best Paper Award für Best Paper at MICCAI 2023.
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Gröger, Fabian (01.08.2023). Best Master Thesis für Best Master Thesis in MSE.
Achievements - Awards and honours
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Gröger, Fabian (02.12.2024). Outstanding Reviewer für Outstanding Reviewer for the Journal of the European Academy of Dermatology and Venereology (JEADV).
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Gröger, Fabian (14.11.2024). Best Lightning Talk and Abstract Award für Best Lightning Talk and Abstract at Symposium on AI-Driven Advances in Clinical and Translational Medicine, Biomedical Data Science Center Lausanne.
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Jimenez, Alvaro Gonzales; Lionetti, Simone; Gottfrois, Philippe Léon-Marius; Gröger, Fabian; Pouly, Marc & Navarini, Alexander (12.10.2023). Best Paper Award für Best Paper at MICCAI 2023.
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Gröger, Fabian (01.08.2023). Best Master Thesis für Best Master Thesis in MSE.