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Aug 2026
Transfer learning with RadImageNet in medical imaging AI: review and future directions
V. P. Hara Gopal, S. Nagaraju
· Neural computing & applicati... · 0 citations
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A Few Cases Are All You Need: An Empirical Study of Annotation-Efficient LoRA Fine-Tuning of MedSAM3
It is suggested that ten annotated cases are sufficient for clinically useful segmentation, effectively reducing bottlenecks for both image annotation and training time.
Sachin Dudda Nagaraju, Bendik S Abrahamsen, Ashkan Moradi et al.
· 0 citations