# A deep learning-based framework for an automated defect detection system for sewer pipes

> Research article (Automation in Construction, 2019) · cited 268× · AI/ML

**Wikidata**: [openalex:W2982512126](https://www.wikidata.org/wiki/openalex:W2982512126)  
**Source**: https://4ort.xyz/entity/a-deep-learning-based-framework-for-an-automated-defect-detection-system-for-sewer-pipes