Here we proposed a grape disease identification model based on improved YOLOXS (GFCD-YOLOXS) to achieve real-time detection of grape diseases in field conditions. We build a dataset of 11. 056 grape disease images in 15 categories. based on 2566 original grape disease images provided by the State Key Laboratory of Plant Pest Biology data center after pre-processing. https://www.spidertattooz.com/China-Glaze-Fairytale-Bliss-0-5-oz-85183-p12010/