Automated identification and counting of predated Ephestia kuehniella (Zeller) eggs using deep learning image analysis

•Moth eggs are frequently used as sentinel prey in ecological studies.•A deep learning algorithm was developed to count predated eggs by piercing-sucking predators.•The algorithm was faster and more accurate than observers counting the predated eggs.