# Smoke and Fire-You Only Look Once: A Lightweight Deep Learning Model for Video Smoke and Flame Detection in Natural Scenes

> Research article (Fire, 2025) · cited 13× · AI/ML

**Wikidata**: [openalex:W4408152173](https://www.wikidata.org/wiki/openalex:W4408152173)  
**Source**: https://4ort.xyz/entity/smoke-and-fire-you-only-look-once-a-lightweight-deep-learning-model-for-video-smoke-and-flame-detection-in-natural-scene