# Human–machine knowledge hybrid augmentation method for surface defect detection based few-data learning

> Research article (Journal of Intelligent Manufacturing, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4392387004](https://www.wikidata.org/wiki/openalex:W4392387004)  
**Source**: https://4ort.xyz/entity/humanmachine-knowledge-hybrid-augmentation-method-for-surface-defect-detection-based-few-data-learning