AINeutralarXiv – CS AI · 8h ago6/10
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Enhancing MedSAM with a Lightweight Box Predictor for Medical Image Segmentation
Researchers propose an enhanced medical image segmentation framework by integrating a lightweight Box Predictor module into MedSAM, which estimates bounding boxes from single user clicks to improve segmentation accuracy across CT, MRI, and ultrasound imaging. The method adds minimal computational overhead (1.6M parameters) while achieving strong Dice scores across four diverse medical imaging datasets.