# Image-driven machine learning for automatic characterization of grain size and distribution in smart vanadium dioxide thin films

> Research article (Measurement, 2024) · cited 11× · AI/ML

**Wikidata**: [openalex:W4395697220](https://www.wikidata.org/wiki/openalex:W4395697220)  
**Source**: https://4ort.xyz/entity/image-driven-machine-learning-for-automatic-characterization-of-grain-size-and-distribution-in-smart-vanadium-dioxide-th