Necessity and Impact of Specialization of Large Foundation Model for Medical Segmentation Tasks
Eric Nguyen, Hengjie Liu, Dan Ruan
This study evaluates MedSAM and LiteMedSAM for medical image segmentation, finding that off-the-shelf performance is poor but specialized fine-tuning significantly improves accuracy.
Medical Physics · Oct 21, 2024Peer-reviewedBioengineering