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The purpose of this work is to use visual recognition technology and depth of field camera to realize intelligent identification and classification of express delivery. Through stereo vision perception and image processing algorithm, items are identified, and through the joint control of stepper motor and robot arm, goods are automatically placed on the shelf, and real-time data analysis and management of items are carried out. The application of machine learning-based express identification sorting system in industry and express delivery industry will greatly improve efficiency.