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

论文数15

被引数

期刊论文 15

发表时间

FDA's PCCP: Opportunities and Gaps FDA的PCCP：机遇与不足

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

IF0

2026-01-01

PREAI

Babendererde, Niklas; Ranem, Amin; Fuchs, Moritz; Gonzalez, Camila; Krumb, Henry John; Mukhopadhyay, Anirban

Federated Fine-Tuning of SAM-Med3D for MRI-Based Dementia Classification 基于MRI的痴呆分类中SAM-Med3D的联邦微调

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

IF0

2026-01-01

PREAI

Mouheb, 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.

Enabling PSO-Secure Synthetic Data Sharing Using Diversity-Aware Diffusion Models 利用多样性感知扩散模型实现PSO-Secure合成数据共享

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

IF0

2026-01-01

PREAI

Dombrowski, Mischa; Kainz, Bernhard

FedSlowdown: Efficiency Attacks Against Federated Learning of Adaptive Neural Networks FedSlowdown: 针对自适应神经网络的联邦学习效率攻击

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

IF0

2026-01-01

PREAI

Akinsanya, Ayomide; Brennan, Tegan

Dynamic Hyperparameter Adjustment via Reinforcement Learning in Asynchronous Federated Learning for Medical Image Analysis

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

IF0

2026-01-01

PREAI

Cu, Shuang; Tang, Zhenyu; Qiu, Song; Wang, Xiaosong

Some Hidden Traps of Confidence Intervals in Medical Image Segmentation: Coverage Issues 医学图像分割中置信区间的某些隐藏陷阱：覆盖问题

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

IF0

2026-01-01

PREAI

Andre, 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

Validation of Various Normalization Methods for Brain Tumor Segmentation: Can Federated Learning Overcome This Heterogeneity?脑肿瘤分割中各种归一化方法的验证：联邦学习能克服这种异质性吗？

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

IF0

2026-01-01

PREAI

Fiszer, Jan; Ciupelt, Dominika; Malawski, Maciej

Mitigating Data Exfiltration Attacks Through Layer-Wise Learning Rate Decay Fine-Tuning 通过逐层学习率衰减微调缓解数据泄露攻击

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

IF0

2026-01-01

PREAI

Thellier, Elie; Li, Huiyu; Ayache, Nicholas; Delingette, Herve

From Data to Value: Gaps in Federated Learning Evaluation for Clinical Deployment in Medical Imaging 从数据到价值：联邦学习在医学影像临床部署中评估的差距

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

IF0

2026-01-01

PREAI

Santa Cruz, Beatriz Garcia; Malak, Jaleh Shoshtarian; Cwiek-Kupczynska, Hanna; Satagopam, Venkata

FedGIN: Federated Learning with Dynamic Global Intensity Non-linear Augmentation for Organ Segmentation Using Multi-modal Images FedGIN：基于动态全局强度非线性增强的多模态图像器官分割联邦学习

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

IF0

2026-01-01

PREAI

Nagaraju, Sachin Dudda; Moradi, Ashkan; Abrahamsen, Bendik Skarre; Elschot, Mattijs

MONet-FL: Extending nnU-Net with MONAI for Clinical Federated Learning MONet-FL：使用MONAI扩展nnU-Net以进行临床联邦学习

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

IF0

2026-01-01

PREAI

Bendazzoli, Simone; Astaraki, Mehdi; Tzortzakakis, Antonios; Abrahamsson, Andreas; Wahlin, Bjorn Engelbrekt; Brunori, Sofia; Holstensson, Maria; Moreno, Rodrigo

Three Countries, Three Continents: AI Medical Device Regulation and Certification Comparison in the US, EU, and South Korea 三国，三大洲：美国、欧盟和韩国的AI医疗器械监管与认证比较

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

IF0

2026-01-01

PREAI

De, Kanjar; Salehi, Alireza M.

The Interplay Between Explainability and Differential Privacy in Federated Healthcare 联邦医疗中可解释性与差分隐私的相互作用

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

IF0

2026-01-01

PREAI

Molina 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

Federated Reprogramming Knowledge Distillation for Medical Image Classification 联邦重编程知识蒸馏用于医学图像分类

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

IF0

2026-01-01

PREAI

Mahanipour, Afsaneh; Imran, Abdullah-Al-Zubaer; Khamfroush, Hana

Evaluation of Deformable Image Registration Under Alignment-Regularity Trade-Off 在平衡对齐与规整性下的可变形图像配准评估

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

IF0

2026-01-01

PREAI

Sideri-Lampretsa, Vasiliki; Rueckert, Daniel; Qiu, Huaqi