# Comparative Effectiveness of Data Augmentation Using Traditional Approaches versus StyleGANs in Automated Sewer Defect Detection

> Research article (Journal of Water Resources Planning and Management, 2023) · cited 21× · AI/ML

**Wikidata**: [openalex:W4383853845](https://www.wikidata.org/wiki/openalex:W4383853845)  
**Source**: https://4ort.xyz/entity/comparative-effectiveness-of-data-augmentation-using-traditional-approaches-versus-stylegans-in-automated-sewer-defect-d