AI RESEARCH
Med-DualLoRA: Local Adaptation of Foundation Models for 3D Cardiac MRI
arXiv CS.CV
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ArXi:2603.10967v1 Announce Type: new Foundation models (FMs) show great promise for robust downstream performance across medical imaging tasks and modalities, including cardiac magnetic resonance (CMR), following task-specific adaptation. However, adaptation using single-site data may lead to suboptimal performance and increased model bias, while centralized fine-tuning on clinical data is often infeasible due to privacy constraints.