# Mixed supervision for surface-defect detection: From weakly to fully supervised learning

> Research article (Computers in Industry, 2021) · cited 327× · AI/ML

**Wikidata**: [openalex:W3153381206](https://www.wikidata.org/wiki/openalex:W3153381206)  
**Source**: https://4ort.xyz/entity/mixed-supervision-for-surface-defect-detection-from-weakly-to-fully-supervised-learning