publications

publications by categories in reversed chronological order.

2025

  1. ICASSP
    Evaluation of Deep Audio Representations for Hearables
    Fabian Gröger, Pascal Baumann, Ludovic Amruthalingam , and 3 more authors
    IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Apr 2025
    Website
  2. Counteracting Medical Data Scarcity for Robust AI Applications
    Fabian Gröger, Ludovic Amruthalingam, Simone Lionetti , and 3 more authors
    Under review at Computer Methods and Programs in Biomedicine, Apr 2025
  3. ArXiv
    Self-Supervised Learning for Robust Bioaerosol Monitoring
    Adrian Willi, Pascal Baumann, Sophie Erb , and 3 more authors
    Under review at Aerobiologia, Apr 2025
    arXiv

2024

  1. ML4H
    Towards Scalable Foundation Models for Digital Dermatology
    Fabian Gröger, Philippe Gottfrois, Ludovic Amruthalingam , and 5 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 , and 6 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 , and 13 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 , and 4 more authors
    In Beyond Euclidean Workshop @ ECCV 2024 , Sep 2024
    arXiv
  5. CVPRW
    Towards Reliable Dermatology Evaluation Benchmarks
    Fabian Gröger, Simone Lionetti, Philippe Gottfrois , and 6 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 , and 6 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 , and 3 more authors
    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 , and 4 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 1 more author
    In 2022 9th Swiss Conference on Data Science (SDS) , Oct 2022
    arXiv