# Enhancing pine wilt disease detection with synthetic data and external attention-based transformers

> Research article (Engineering Applications of Artificial Intelligence, 2025) · cited 47× · AI/ML

**Wikidata**: [openalex:W4412431170](https://www.wikidata.org/wiki/openalex:W4412431170)  
**Source**: https://4ort.xyz/entity/enhancing-pine-wilt-disease-detection-with-synthetic-data-and-external-attention-based-transformers
