# End-to-end concrete appearance analysis based on pixel-wise semantic segmentation and CIE Lab

> Research article (Cement and Concrete Research, 2022) · cited 23× · AI/ML

**Wikidata**: [openalex:W4290735133](https://www.wikidata.org/wiki/openalex:W4290735133)  
**Source**: https://4ort.xyz/entity/end-to-end-concrete-appearance-analysis-based-on-pixel-wise-semantic-segmentation-and-cie-lab