Gröger Fabian HSLU I

Fabian Gröger Fabian Gröger

Wissenschaftlicher Mitarbeiter Doktorand

Gröger Fabian HSLU I

Hochschule Luzern – Informatik

Raum 7.64
Campus Zug-Rotkreuz
Suurstoffi 1
6343 Rotkreuz


Ausbildung

Wissenschaftlicher Mitarbeiter Doktorand

+41 41 349 30 71

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Biografie

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
Berufliche Kompetenzen
  • Machine Learning & Deep Learning
  • Time Series and Audio Data
  • Self-Supervised Learning
Lehr- und Forschungsschwerpunkte
  • Data Science
  • Machine Learning & Deep Learning

Projekte

Forschungsprojekte

  • Strategische Kollaboration mit Prepress Media AG
  • IDN Volksmusik-KI an Alpentöne 2025
  • Onset-Detection von Schlagzeugklängen in komplexen Schallsignalen
  • Onset-Detection von Schlagzeugklängen in komplexen Schallsignalen
  • Bekämpfung der Datenknappheit in der Medizintechnik
  • A Machine-Learning Approach to Small-Hotel Revenue-Management
  • Onset-Detection von Schlagzeugklängen in komplexen Schallsignalen
  • Museumsexponat zu Food & Artificial Intelligence
  • PollenFace - Gesichtserkennung zur Identifizierung von Bioaerosolpartikeln
  • Umgang mit Geld
  • Transparenz im Temporary Housing Markt
  • ITC – Generierte AR-Soundscapes
  • AI Ice Cream
  • IAC
  • Artificial Yodel
  • Erkennung von Handekzemen mit Machine Learning

Publikationen und Präsentationen

Publikationen und Präsentationen - Artikel, Rezension; peer reviewed

  • 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,
  • Gonzales-Jimenez, Alvaro; Lionetti, Simone; Bazazian, Dena; Gottfrois, Philippe Léon-Marius; Gröger, Fabian; Navarini, Alexander & Pouly, Marc (2024). Hyperbolic Metric Learning for Visual Outlier Detection. Proceedings of Beyond Euclidean Workshop: Hyperbolic and Hyperspherical Learning for Computer Vision, ECCV’24: European Conference on Computer Vision 2024,
  • 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,
  • Gröger, Fabian; Gottfrois, Philippe Léon-Marius; Amruthalingam, Ludovic; Gonzales-Jimenez, Alvaro; Lionetti, Simone; Soenksen Martinez, Luis; Navarini, Alexander & Pouly, Marc (2024). Towards Foundation Models for Digital Dermatology. Proceedings of the 4th Machine Learning for Health Symposium, Findings Track,
  • 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,
  • 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,
  • 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.
  • 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

Publikationen und Präsentationen - Artikel, Rezension; not peer reviewed

  • 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,
  • Pouly, Marc; Mazumder, Sita & Gröger, Fabian (2021). Künstliche Intelligenz für KMUs. Unternehmerzeitung, 18-19.

Publikationen und Präsentationen - Bericht/Working Paper

  • Gröger, Fabian (2022). Self-Supervised Pre-Training for Texture Segmentation and Diagnosis in Dermatology (Bericht).
  • Gröger, Fabian (2021). Detecting Prejudice and Bias in Hotel Reviews (Bericht).

Publikationen und Präsentationen - Hochschulschrift (Bachelor/Master/Dissertation/Habilitation)

  • 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.
  • 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.

bedeutende Leistung - Preise und Ehrungen

  • 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.
  • Gröger, Fabian (01.08.2023). Best Master Thesis für Best Master Thesis in MSE.