The system for diagnosing and guiding pest and disease control in crops uses wide-angle cameras with personalized interpretive artificial intelligence (XAI).

Abstract

The invention relates to a system for diagnosing and guiding pest and disease control in crops using wide-angle cameras with personalized interpretive artificial intelligence (XAI), comprising: a fixed wide-angle camera system that continuously collects images over the cultivated area; image data processed at the edge node using image stitching and super-resolution techniques to create a high-resolution panoramic image; an XAI AI module that identifies which image regions, features, and sensor data lead to a conclusion, and retrieves similar cases in a dynamic knowledge database; a system that generates user feedback, personalized treatment guidance, and explains the reasons for recommendations based on crop type, region, and treatment history; and a dashboard that updates warning information, displays suspected areas, reasons for identification, treatment guidance, logs, and allows farmers or engineers to confirm and supplement field information.