# Enhancing semi-supervised medical image segmentation with boundary awareness and Competitive Contrastive Learning

> Research article (Biomedical Signal Processing and Control, 2025) · cited 12× · AI/ML

**Wikidata**: [openalex:W4406367798](https://www.wikidata.org/wiki/openalex:W4406367798)  
**Source**: https://4ort.xyz/entity/enhancing-semi-supervised-medical-image-segmentation-with-boundary-awareness-and-competitive-contrastive-learning