FAIRMI - Idiap Publications

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FAIRMI

Fair Foundation Models for Medical Image Analysis: Challenges and Perspectives, Dilermando Queiroz Neto, Anderson Carlos, André Anjos and Lilian Berton, in: ACM Transactions on Computing for Healthcare, 2026

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Loss-Conditioned Utility-Fairness Boundary Modeling for Medical Imaging, Gökhan Özbulak, Oscar Jimenez-del-Toro, Lilian Berton and André Anjos, in: Proceedings of the International Conference on Medical Image Computing and Computer Assisted Intervention, 2026

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A Multi-Objective Evaluation Framework for Analyzing Utility-Fairness Trade-Offs in Machine Learning Systems, Gökhan Özbulak, Oscar Jimenez-del-Toro, Maíra Fatoretto, Lilian Berton and André Anjos, in: The Journal of Machine Learning for Biomedical Imaging, 3:938-957, 2025

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Optimizing Fairness and Utility in Healthcare Machine Learning Models, Maira Fatoreto, Gökhan Özbulak, Lilian Berton and André Anjos, in: Applied Soft Computing, 181(113426), 2025

Privacy-enhancing Sclera Segmentation Benchmarking Competition: SSBC 2025, Matej Vitek, Darian Tomašević, Abhijit Das, Sabari Nathan, Gökhan Özbulak, Gözde Ayşe Tataroğlu Özbulak, Jean-Paul Calbimonte, André Anjos, Hariohm Hemant Bhatt, Dhruv Dhirendra Premani, Jay Chaudhari, Caiyong Wang, Jian Jiang, Chi Zhang, Qi Zhang, Iyyakutti Iyappan Ganapathi, Syed Sadaf Ali, Divya Velayudan, Maregu Assefa, Naoufel Werghi, Zachary A Daniels, Leeon John, Ritesh Vyas, Jalil Nourmohammadi Khiarak, Taher Akbari Saeed, Mahsa Nasehi, Ali Kianfar, Mobina Pashazadeh Panahi, Geetanjali Sharma, Pushp Raj Panth, Raghavendra Ramachandra, Aditya Nigam, Umapada Pal, Helio Pedrini and Vitomir Struc, in: International Joint Conference on Biometrics, IEEE, 2025

Does Data-Efficient Generalization Exacerbate Bias in Foundation Models?, Dilermando Queiroz Neto, Anderson Carlos, Maíra Fatoretto, Luis Filipe Nakayama, André Anjos and Lilian Berton, in: Proceedings of the 18th European Conference on Computer Vision, 2024

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Using Backbone Foundation Model for Evaluating Fairness in Chest Radiography Without Demographic Data, Dilermando Queiroz Neto, André Anjos and Lilian Berton, in: Proceedings of the International Conference on Medical Image Computing and Computer Assisted Intervention, 2024

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