Pigeon cleaning behavior detection algorithm based on light-weight network

•Proposing a pigeon behavior detection method base on YOLO v4 deep learning algorithm.•Using self-made data sets, comparison of multiple target detection models and comparison of multiple lightweight feature extraction networks.•Comparative study between parameter, weight size, computation, accuracy and FPS.•The proposed method contributes to the development of dovecote inspection robots.