# Combining contrastive learning and shape awareness for semi-supervised medical image segmentation

> Research article (Expert Systems with Applications, 2023) · cited 25× · AI/ML

**Wikidata**: [openalex:W4389060465](https://www.wikidata.org/wiki/openalex:W4389060465)  
**Source**: https://4ort.xyz/entity/combining-contrastive-learning-and-shape-awareness-for-semi-supervised-medical-image-segmentation