# A defect classification methodology for sewer image sets with convolutional neural networks

> Research article (Automation in Construction, 2019) · cited 119× · AI/ML

**Wikidata**: [openalex:W2943574864](https://www.wikidata.org/wiki/openalex:W2943574864)  
**Source**: https://4ort.xyz/entity/a-defect-classification-methodology-for-sewer-image-sets-with-convolutional-neural-networks