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Decentralized, privacy-preserving surgical video analysis with Swarm Learning
2025-10-03
surgery
Title + abstract only
View on medRxiv
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BackgroundProgress in artificial intelligence-based analysis of surgical videos has been constrained by reliance on manual frame-level annotations rather than patient-level outcomes. In addition, concerns about data privacy restrict the exchange of laparoscopic video data and, thereby, multicenter collaboration. MethodsTo address these limitations, we developed a pipeline that integrates weakly supervised deep learning with Swarm Learning, a decentralized machine learning approach that enables ...
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