Medical image analysisHumansSupervised Machine LearningSurgeryComputer-AssistedVideo Recording
Scaling up self-supervised learning for improved surgical foundation models.
Tim J M Jaspers, Ronald L P D de Jong, Yiping Li, Carolus H J Kusters, Franciscus H A Bakker, Romy C van Jaarsveld, Gino M Kuiper, Richard van Hillegersberg, Jelle P Ruurda, Willem M Brinkman, Josien P W Pluim, Peter H N de With, Marcel Breeuwer, Yasmina Al Khalil, Fons van der Sommen
Published: 202610.1016/j.media.2025.103873
Abstract
Foundation models have revolutionized computer vision by achieving vastly superior performance across diverse tasks through large-scale pretraining on extensive datasets. However, their application in surgical computer vision has been limited. This s…
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