publications

publications by categories in reversed chronological order.

2025

  1. ArXiv
    CleanPatrick: A Benchmark for Data Cleaning
    Fabian Gröger, Simone Lionetti, Philippe Gottfrois, Alvaro Gonzalez-Jimenez, Ludovic Amruthalingam , and 10 more authors
    2025
    arXiv
  2. ArXiv
    With Limited Data for Multimodal Alignment, Let the STRUCTURE Guide You
    Fabian Gröger, Shuo Wen, Huyen Le, and Maria Brbić
    2025
    arXiv
  3. Privacy-Preserving Federated Learning with Strong Guarantees for Clinical Dermatology
    Philippe Gottfrois, Fabian Gröger, Thierry Bossy, Alvaro Gonzalez-Jimenez, Ludovic Amruthalingam , and 4 more authors
    2025
  4. HandScan: AI-Driven Hand Eczema Severity Assessment in Resource-Limited Settings
    Alvaro Gonzalez-Jimenez, Dominique Kim, Ludovic Amruthalingam, Simone Lionetti, Philippe Gottfrois , and 3 more authors
    2025
  5. Counteracting Medical Data Scarcity for Robust AI Applications
    Fabian Gröger, Ludovic Amruthalingam, Simone Lionetti, Alexander A. Navarini, Fabian Ille , and 1 more author
    2025
  6. MICCAI
    Is Hyperbolic Space All You Need for Medical Anomaly Detection?
    Alvaro Gonzalez-Jimenez, Simone Lionetti, Philippe Gottfrois, Fabian Gröger, Alexander Navarini , and 1 more author
    Medical Image Computing and Computer Assisted Intervention (MICCAI), 2025
    Note: Early Accept (top 9%)
    arXiv
  7. ICASSP
    Evaluation of Deep Audio Representations for Hearables
    Fabian Gröger, Pascal Baumann, Ludovic Amruthalingam, Laurent Simon, Ruksana Giurda , and 1 more author
    IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Apr 2025
    arXiv Website
  8. AERO
    Self-Supervised Learning for Robust Bioaerosol Monitoring
    Adrian Willi, Pascal Baumann, Sophie Erb, Fabian Gröger, Yanick Zeder , and 1 more author
    Aerobiologia, Apr 2025
    arXiv

2024

  1. ML4H
    Towards Scalable Foundation Models for Digital Dermatology
    Fabian Gröger, Philippe Gottfrois, Ludovic Amruthalingam, Alvaro Gonzalez-Jimenez, Simone Lionetti , and 3 more authors
    Machine Learning for Health (ML4H), Dec 2024
    arXiv
  2. NeurIPS
    Intrinsic Self-Supervision for Data Quality Audits
    Fabian Gröger, Simone Lionetti, Philippe Gottfrois, Alvaro Gonzalez-Jimenez, Ludovic Amruthalingam , and 4 more authors
    Advances in Neural Information Processing Systems (NeurIPS), Dec 2024
    arXiv Code Website
  3. MICCAI
    PASSION for Dermatology: Bridging the Diversity Gap with Pigmented Skin Images from Sub-Saharan Africa
    Philippe Gottfrois, Fabian Gröger, Herizo Andriambololoniaina, Ludovic Amruthalingam, Mendrika Rakotoarisaona , and 11 more authors
    Medical Image Computing and Computer Assisted Intervention (MICCAI), Oct 2024
    Note: Early Accept (top 11%), Oral
    arXiv Website
  4. ECCVW
    Hyperbolic Metric Learning for Visual Outlier Detection
    Alvaro Gonzalez-Jimenez, Simone Lionetti, Dena Bazazian, Philippe Gottfrois, Fabian Gröger , and 2 more authors
    In Beyond Euclidean Workshop @ ECCV 2024 , Sep 2024
    arXiv
  5. CVPRW
    Towards Reliable Dermatology Evaluation Benchmarks
    Fabian Gröger, Simone Lionetti, Philippe Gottfrois, Alvaro Gonzalez-Jimenez, Matthew Groh , and 4 more authors
    In DCA in MI Workshop @ CVPR 2024 , Jun 2024
    arXiv Code

2023

  1. ML4H
    Towards Reliable Dermatology Evaluation Benchmarks
    Fabian Gröger, Simone Lionetti, Philippe Gottfrois, Alvaro Gonzalez-Jimenez, Matthew Groh , and 4 more authors
    In Proceedings of the 3rd Machine Learning for Health (ML4H) Symposium , Dec 2023
    arXiv Code
  2. MICCAI
    Robust T-Loss for Medical Image Segmentation
    Alvaro Gonzalez-Jimenez, Simone Lionetti, Philippe Gottfrois, Fabian Gröger, Marc Pouly , and 1 more author
    Medical Image Computing and Computer Assisted Intervention (MICCAI), Oct 2023
    Note: Early Accept (top 14%), Best Paper Award
    Best Paper Award arXiv Code Website

2022

  1. IJCAIW
    Towards Reducing the Need for Annotations in Digital Dermatology with Self-supervised Learning
    Fabian Gröger, Philippe Gottfrois, Ludovic Amruthalingam, Alvaro Gonzalez-Jimenez, Simone Lionetti , and 2 more authors
    In Proceedings of the 1st Workshop on Scarce Data in Artificial Intelligence for Healthcare - SDAIH , Oct 2022
  2. SDS
    Assessing Guest Nationality Composition from Hotel Reviews
    Fabian Gröger, Marc Pouly, Flavia Tinner, and Leif Brandes
    In 2022 9th Swiss Conference on Data Science (SDS) , Oct 2022
    arXiv