# Multilevel weather detection based on images: a machine learning approach with histogram of oriented gradient and local binary pattern-based features

> Research article (Journal of Intelligent Transportation Systems, 2021) · cited 25× · AI/ML

**Wikidata**: [openalex:W3195809468](https://www.wikidata.org/wiki/openalex:W3195809468)  
**Source**: https://4ort.xyz/entity/multilevel-weather-detection-based-on-images-a-machine-learning-approach-with-histogram-of-oriented-gradient-and-local-b