Preventing exotic pet beetle invasion with an improved lightweight and efficient pest detection model deployed on mobile devices

EPB-YOLO-PD offers an effective solution for real-time detection of exotic pet beetles at customs checkpoints. It enables rapid and accurate classification, effectively handling challenging scenarios such as incomplete morphological features and visually confusing backgrounds, and provides a replicable framework for intercepting other invasive species. © 2025 Society of Chemical Industry.