# A framework for synthetic image generation and augmentation for improving automatic sewer pipe defect detection

> Research article (Automation in Construction, 2022) · cited 67× · AI/ML

**Wikidata**: [openalex:W4220782104](https://www.wikidata.org/wiki/openalex:W4220782104)  
**Source**: https://4ort.xyz/entity/a-framework-for-synthetic-image-generation-and-augmentation-for-improving-automatic-sewer-pipe-defect-detection