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cs.CV2026
Adaptation of Foundation Models in Medical Image Analysis: Mechanisms, Evidence, and Deployment Considerations
Karma Phuntsho, Abdullah, Kyungmi Lee +2
Foundation models, pretrained on diverse data, objectives, or modalities for reuse across downstream tasks, are increasingly applied to medical image analysis. Their performance de…
cs.CV2025
Adaptation of Foundation Models for Medical Image Analysis: Strategies, Challenges, and Future Directions
Karma Phuntsho, Abdullah, Kyungmi Lee +2
Foundation models (FMs) have emerged as a transformative paradigm in medical image analysis, offering the potential to provide generalizable, task-agnostic solutions across a wide…