APG-SAM: Automatic prompt generation for SAM-based breast lesion segmentation with boundary-aware optimization

Danping Yin, Qingqing Zheng, Long Chen, Ying Hu, Qiong Wang

Published: 01 Jun 2025, Last Modified: 05 Nov 2025Expert Systems with ApplicationsEveryoneRevisionsCC BY-SA 4.0
Abstract: Highlights•Novel SAM-based framework enables fully automated breast lesion segmentation.•Edge loss reduces over-segmentation and enhances boundary accuracy in ultrasound images.•Extensive experiments show state-of-the-art performance on three public datasets.
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