# LD-YOLO: A Lightweight Dynamic Forest Fire and Smoke Detection Model with Dysample and Spatial Context Awareness Module

> Research article (Forests, 2024) · cited 33× · AI/ML

**Wikidata**: [openalex:W4402820476](https://www.wikidata.org/wiki/openalex:W4402820476)  
**Source**: https://4ort.xyz/entity/ld-yolo-a-lightweight-dynamic-forest-fire-and-smoke-detection-model-with-dysample-and-spatial-context-awareness-module