Parcel Classification and Positioning of Intelligent Parcel Storage System Based on YOLOv5

Parcel storage provides last-mile delivery services as part of the logistics process. In order to build an intelligent system for parcel storage, we conducted a study on box recognition using AI’s deep learning technology. Box detection and location estimation studies were YOLOv5 model recognition, this is presently being applied many because it has excellent object faster than previous models. The classified into small, medium, large, xlarge according size performance model. study, these four models compared analyzed perform experiment showing optimal performance. As result experiment, was determined that precision, recall, F1 YOLOv5large 0.966, 0.899, 0.932, respectively, stronger other Additionally, half YOLOv5xlarge, showed in box. Therefore, seems basis building system, which shows efficiency real time model, can be laid through study.