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BRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025

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Journal Papers 15
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FDA's PCCP: Opportunities and Gaps
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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delete2026-01-01
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PREAI
deleteBabendererde, Niklas; Ranem, Amin; Fuchs, Moritz; Gonzalez, Camila; Krumb, Henry John; Mukhopadhyay, Anirban
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Federated Fine-Tuning of SAM-Med3D for MRI-Based Dementia Classification
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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delete2026-01-01
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PREAI
deleteMouheb, Kaouther; Elbatel, Marawan; Papma, Janne; Biessels, Geert Jan; Claassen, Jurgen; Middelkoop, Huub; van Munster, Barbara; van der Flier, Wiesje; Ramakers, Inez; Klein, Stefan; Bron, Esther E.
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Enabling PSO-Secure Synthetic Data Sharing Using Diversity-Aware Diffusion Models
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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delete2026-01-01
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PREAI
deleteDombrowski, Mischa; Kainz, Bernhard
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FedSlowdown: Efficiency Attacks Against Federated Learning of Adaptive Neural Networks
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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delete2026-01-01
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PREAI
deleteAkinsanya, Ayomide; Brennan, Tegan
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Dynamic Hyperparameter Adjustment via Reinforcement Learning in Asynchronous Federated Learning for Medical Image Analysis
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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delete2026-01-01
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PREAI
deleteCu, Shuang; Tang, Zhenyu; Qiu, Song; Wang, Xiaosong
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Some Hidden Traps of Confidence Intervals in Medical Image Segmentation: Coverage Issues
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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PREAI
deleteAndre, Pascaline; Heitz, Charles; Christodoulou, Evangelia; Reinke, Annika; Sudre, Carole H.; Antonelli, Michela; Cardoso, M. Jorge; Gilson, Antoine; du Montcel, Sophie Tezenas; Varoquaux, Gael; Maier-Hein, Lena; Colliot, Olivier
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Validation of Various Normalization Methods for Brain Tumor Segmentation: Can Federated Learning Overcome This Heterogeneity?
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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delete2026-01-01
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PREAI
deleteFiszer, Jan; Ciupelt, Dominika; Malawski, Maciej
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Mitigating Data Exfiltration Attacks Through Layer-Wise Learning Rate Decay Fine-Tuning
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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delete2026-01-01
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PREAI
deleteThellier, Elie; Li, Huiyu; Ayache, Nicholas; Delingette, Herve
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From Data to Value: Gaps in Federated Learning Evaluation for Clinical Deployment in Medical Imaging
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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PREAI
deleteSanta Cruz, Beatriz Garcia; Malak, Jaleh Shoshtarian; Cwiek-Kupczynska, Hanna; Satagopam, Venkata
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FedGIN: Federated Learning with Dynamic Global Intensity Non-linear Augmentation for Organ Segmentation Using Multi-modal Images
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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delete2026-01-01
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PREAI
deleteNagaraju, Sachin Dudda; Moradi, Ashkan; Abrahamsen, Bendik Skarre; Elschot, Mattijs
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MONet-FL: Extending nnU-Net with MONAI for Clinical Federated Learning
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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delete2026-01-01
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PREAI
deleteBendazzoli, Simone; Astaraki, Mehdi; Tzortzakakis, Antonios; Abrahamsson, Andreas; Wahlin, Bjorn Engelbrekt; Brunori, Sofia; Holstensson, Maria; Moreno, Rodrigo
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Three Countries, Three Continents: AI Medical Device Regulation and Certification Comparison in the US, EU, and South Korea
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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delete2026-01-01
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PREAI
deleteDe, Kanjar; Salehi, Alireza M.
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The Interplay Between Explainability and Differential Privacy in Federated Healthcare
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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delete2026-01-01
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PREAI
deleteMolina Van de Bosch, Marc; Protani, Andrea; Talello, Riccardo; Giusti, Lorenzo; Carvalho Costa, Matilde; Stathopoulos, Ioannis; Efstathopoulos, Efstathios; Santos, Diogo Reis; Gonzalez Ballester, Miguel Angel; Serio, Luigi
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Federated Reprogramming Knowledge Distillation for Medical Image Classification
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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delete2026-01-01
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PREAI
deleteMahanipour, Afsaneh; Imran, Abdullah-Al-Zubaer; Khamfroush, Hana
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Evaluation of Deformable Image Registration Under Alignment-Regularity Trade-Off
deleteBRIDGING REGULATORY SCIENCE AND MEDICAL IMAGING EVALUATION; AND DISTRIBUTED, COLLABORATIVE, AND FEDERATED LEARNING, MICCAI 2025
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delete2026-01-01
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PREAI
deleteSideri-Lampretsa, Vasiliki; Rueckert, Daniel; Qiu, Huaqi
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