Publications

(*) denotes equal contribution

2025

  1. MICCAI
    Is Hyperbolic Space All You Need for Medical Anomaly Detection?
    Alvaro Gonzalez-Jimenez, Simone Lionetti, Philippe Gottfrois, Fabian Gröger, Ludovic Amruthalingam, Marc Pouly, and Alexander Navarini
    2025
    Early Acceptance - Top 9%
    Paper Website
  2. ArXiv
    CleanPatrick: A Benchmark for Image Data Cleaning
    Fabian Gröger, Simone Lionetti, Philippe Gottfrois, Alvaro Gonzalez-Jimenez, Ludovic Amruthalingam, Elisabeth Victoria Goessinger, Hanna Lindemann, Marie Bargiela, Marie Hofbauer, Omar Badri, Philipp Tschandl, Arash Koochek, Matthew Groh, Alexander A Navarini, and Marc Pouly
    2025
    Paper Code

2024

  1. ECCVW
    Hyperbolic Metric Learning for Visual Outlier Detection
    Alvaro Gonzalez-Jimenez, Simone Lionetti, Dena Bazazian, Philippe Gottfrois, Fabian Gröger, Marc Pouly, and Alexander Navarini
    In European Conference on Computer Vision Workshops 2024
    Paper
  2. NeurIPS
    Intrinsic Self-Supervision for Data Quality Audits
    Fabian Gröger, Simone Lionetti, Philippe Gottfrois, Alvaro Gonzalez-Jimenez, Alexander Navarini, and Marc Pouly
    In The Thirty-eight Conference on Neural Information Processing Systems Datasets and Benchmarks Track 2024
    Paper Code
  3. MICCAI Oral
    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, Alvaro Gonzalez-Jimenez, Simone Lionetti, Wingston Ng’ambi, Christophe Hsu, Agnes Kessy, Marc Pouly, Daudi Mavura, Dingase Ngongonda Faith, Ibrahima Traore, Rabenja Rapelanoro, and Alexander Navarini
    In International Conference on Medical Image Computing and Computer-Assisted Intervention 2024
    Early Acceptance - Top 11%
    Paper Code Website

2023

  1. MICCAI
    Robust T-Loss for Medical Image Segmentation
    Alvaro Gonzalez-Jimenez, Simone Lionetti, Philippe Gottfrois, Fabian Gröger, Marc Pouly, and Alexander Navarini
    In International Conference on Medical Image Computing and Computer-Assisted Intervention 2023
    MICCAI STAR Award
    Best Paper Award - 1/2253 Submissions
    Paper Code Website
  2. CVPRW Oral
    SANO Score-based Diffusion Model for Anomaly Localization in Dermatology
    Alvaro Gonzalez-Jimenez, Simone Lionetti, Marc Pouly, and Alexander Navarini
    In IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) 2023
    Spotlight Presentation
    Paper
  3. IJCAI
    Towards Reducing the Need for Annotations in Digital Dermatology with Self-supervised Learning
    Fabian Gröger, Philippe Gottfrois, Ludovic Amruthalingam, Alvaro Gonzalez-Jimenez, Simone Lionetti, Alexander Navarini, and Marc Pouly
    In Scarce Data in Artificial Intelligence for Healthcare 2023
    Paper
  4. IJCAI
    SANO: Score-based Anomaly Localization for Dermatology
    Alvaro Gonzalez-Jimenez, Simone Lionetti, Ludovic Amruthalingam, Philippe Gottfrois, Marc Pouly, and Alexander Navarini
    In Scarce Data in Artificial Intelligence for Healthcare 2023
    Paper
  5. EXD
    Objective Hand Eczema Severity Assessment with Automated Lesion Anatomical Stratification
    Ludovic Amruthalingam, Nora Mang, Philippe Gottfrois, Alvaro Gonzalez-Jimenez, Julia-Tatjana Maul, Michael Kunz, Marc Pouly, and Alexander A. Navarini
    2023

2022

  1. JDV
    Improved Diagnosis by Automated Macro- and Micro-Anatomical Region Mapping of Skin Photographs
    Ludovic Amruthalingam, Philippe Gottfrois, Alvaro Gonzalez-Jimenez, B. Gökduman, Thomas. Koller, Alexander Navarini, and Marc Pouly
    2023
  2. HIR
    Quantification of Efflorescences in Pustular Psoriasis Using Deep Learning
    Ludovic Amruthalingam, Oliver Buerzle, Philippe Gottfrois, Alvaro Gonzalez-Jimenez, Anastasia Roth, Thomas Koller, Marc Pouly, and Alexander A. Navarini
    2023