# Zero-reference deep learning for low-light image enhancement of underground utilities 3D reconstruction

> Research article (Automation in Construction, 2023) · cited 15× · AI/ML

**Wikidata**: [openalex:W4376631567](https://www.wikidata.org/wiki/openalex:W4376631567)  
**Source**: https://4ort.xyz/entity/zero-reference-deep-learning-for-low-light-image-enhancement-of-underground-utilities-3d-reconstruction