# Lightweight pixel-level semantic segmentation and analysis for sewer defects using deep learning

> Research article (Construction and Building Materials, 2023) · cited 42× · AI/ML

**Wikidata**: [openalex:W4322490983](https://www.wikidata.org/wiki/openalex:W4322490983)  
**Source**: https://4ort.xyz/entity/lightweight-pixel-level-semantic-segmentation-and-analysis-for-sewer-defects-using-deep-learning