Beatriz Garcia Santa Cruz, Jaleh Shoshtarian Malak, Hanna Cwiek-Kupczynska, Venkata P. Satagopam. From Data to Value: Gaps in Federated Learning Evaluation for Clinical Deployment in Medical Imaging. In Ghada Zamzmi, Annika Reinke, Ravi Samala, Meirui Jiang, Xiaoxiao Li, Holger Roth, Mariia Sidulova, Thijs Kooi, Shadi Albarqouni, Spyridon Bakas, Nicola Rieke, editors, Bridging Regulatory Science and Medical Imaging Evaluation; and Distributed, Collaborative, and Federated Learning - First International Workshop, BRIDGE 2025, and 6th International Workshop, DeCaF 2025, Held in Conjunction with MICCAI 2025, Daejeon, South Korea, September 23 and September 27, 2025, Proceedings. Volume 16135 of Lecture Notes in Computer Science, pages 46-55, Springer, 2025. [doi]
@inproceedings{CruzMCS25,
title = {From Data to Value: Gaps in Federated Learning Evaluation for Clinical Deployment in Medical Imaging},
author = {Beatriz Garcia Santa Cruz and Jaleh Shoshtarian Malak and Hanna Cwiek-Kupczynska and Venkata P. Satagopam},
year = {2025},
doi = {10.1007/978-3-032-05663-4_5},
url = {https://doi.org/10.1007/978-3-032-05663-4_5},
researchr = {https://researchr.org/publication/CruzMCS25},
cites = {0},
citedby = {0},
pages = {46-55},
booktitle = {Bridging Regulatory Science and Medical Imaging Evaluation; and Distributed, Collaborative, and Federated Learning - First International Workshop, BRIDGE 2025, and 6th International Workshop, DeCaF 2025, Held in Conjunction with MICCAI 2025, Daejeon, South Korea, September 23 and September 27, 2025, Proceedings},
editor = {Ghada Zamzmi and Annika Reinke and Ravi Samala and Meirui Jiang and Xiaoxiao Li and Holger Roth and Mariia Sidulova and Thijs Kooi and Shadi Albarqouni and Spyridon Bakas and Nicola Rieke},
volume = {16135},
series = {Lecture Notes in Computer Science},
publisher = {Springer},
isbn = {978-3-032-05663-4},
}