Philippe Gottfrois

According to our database, Philippe Gottfrois authored at least 11 papers between 2023 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

A Global Atlas of Digital Dermatology to Map Innovation and Disparities.

Fabian Gröger, Simone Lionetti, Philippe Gottfrois, Álvaro González-Jiménez, Lea Habermacher, Labelling Consortium, Ludovic Amruthalingam, Matthew Groh, Marc Pouly, Alexander A. Navarini

CoRR, January, 2026

2025

Clinical Uncertainty Impacts Machine Learning Evaluations.

Simone Lionetti, Fabian Gröger, Philippe Gottfrois, Álvaro González-Jiménez, Ludovic Amruthalingam, Alexander A. Navarini, Marc Pouly

CoRR, September, 2025

CleanPatrick: A Benchmark for Image Data Cleaning.

Fabian Gröger, Simone Lionetti, Philippe Gottfrois, Álvaro González-Jiménez, Ludovic Amruthalingam, Elisabeth Victoria Goessinger, Hanna Lindemann, Marie Bargiela, Marie Hofbauer, Omar Badri, Philipp Tschandl, Arash Koochek, Matthew Groh, Alexander A. Navarini, Marc Pouly

CoRR, May, 2025

Is Hyperbolic Space All You Need for Medical Anomaly Detection?

Álvaro González-Jiménez, Simone Lionetti, Ludovic Amruthalingam, Philippe Gottfrois, Fabian Gröger, Marc Pouly, Alexander A. Navarini

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2025, 2025

2024

Towards Scalable Foundation Models for Digital Dermatology.

Fabian Gröger, Philippe Gottfrois, Ludovic Amruthalingam, Álvaro González-Jiménez, Simone Lionetti, Luis R. Soenksen-Martinez, Alexander A. Navarini, Marc Pouly

CoRR, 2024

Intrinsic Self-Supervision for Data Quality Audits.

Fabian Gröger, Simone Lionetti, Philippe Gottfrois, Álvaro González-Jiménez, Ludovic Amruthalingam, Matthew Groh, Alexander A. Navarini, Marc Pouly

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

PASSION for Dermatology: Bridging the Diversity Gap with Pigmented Skin Images from Sub-Saharan Africa.

Philippe Gottfrois, Fabian Gröger, Faly Herizo Andriambololoniaina, Ludovic Amruthalingam, Álvaro González-Jiménez, Christophe Hsu, Agnes Kessy, Simone Lionetti, Daudi Mavura, Wingston Ng'ambi, Dingase Faith Ngongonda, Marc Pouly, Mendrika Fifaliana Rakotoarisaona, Fahafahantsoa Rapelanoro Rabenja, Ibrahima Traoré, Alexander A. Navarini

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2024, 2024

Hyperbolic Metric Learning for Visual Outlier Detection.

Álvaro González-Jiménez, Simone Lionetti, Dena Bazazian, Philippe Gottfrois, Fabian Gröger, Alexander A. Navarini, Marc Pouly

Proceedings of the Computer Vision - ECCV 2024 Workshops, 2024

2023

SelfClean: A Self-Supervised Data Cleaning Strategy.

Fabian Gröger, Simone Lionetti, Philippe Gottfrois, Álvaro González-Jiménez, Ludovic Amruthalingam, Labelling Consortium, Matthew Groh, Alexander A. Navarini, Marc Pouly

CoRR, 2023

Towards Reliable Dermatology Evaluation Benchmarks.

Fabian Gröger, Simone Lionetti, Philippe Gottfrois, Álvaro González-Jiménez, Matthew Groh, Roxana Daneshjou, Labelling Consortium, Alexander A. Navarini, Marc Pouly

Proceedings of the Machine Learning for Health, 2023

Robust T-Loss for Medical Image Segmentation.

Álvaro González-Jiménez, Simone Lionetti, Philippe Gottfrois, Fabian Gröger, Marc Pouly, Alexander A. Navarini

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023