# Shifting to machine supervision: annotation-efficient semi and self-supervised learning for automatic medical image segmentation and classification

> Research article (Scientific Reports, 2024) · cited 20× · AI/ML

**Wikidata**: [openalex:W4396834300](https://www.wikidata.org/wiki/openalex:W4396834300)  
**Source**: https://4ort.xyz/entity/shifting-to-machine-supervision-annotation-efficient-semi-and-self-supervised-learning-for-automatic-medical-image-segme