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eess.IV2026

Few-Shot Continual Learning for 3D Brain MRI with Frozen Foundation Models

Chi-Sheng Chen, Xinyu Zhang, Guan-Ying Chen +3

Foundation models pretrained on large-scale 3D medical imaging data face challenges when adapted to multiple downstream tasks under continual learning with limited labeled data. We…