铁路物流2025，Vol.43Issue(5)：48-52,5.DOI:10.16669/j.cnki.issn.2097-5899.202501130001
基于人工智能的中欧班列装箱照片智能识别技术应用研究
Application of Packing Photos-Based Intelligent Recognition Technology for China Railway Express Based on Artificial Intelligence
摘要
Abstract
In order to solve the problems of the large workload in collecting and auditing the packing photos of China Railway Express and the high difficulty of manual audit,based on image recognition and artificial intelligence technologies,intelligent recognition technology was applied to the audit of packing photos of China Railway Express,and an automatic recognition system of packing photos was constructed,which could classify the packing photos,identify the container number,and mark the photos that fail to meet the safety requirements automatically.The results show that the introduction of intelligent recognition technology can quickly identify the container number and photo type,and the recognition accuracy rate reaches 99%,which significantly reduces the auditing workload and improves the efficiency of photo auditing.In addition,it can effectively find the problems that are difficult to detect manually,enhance the safety of transportation,and provide a reference for the research on packing photo auditing of China Railway Express.关键词
智能识别/装箱照片/中欧班列/图像识别/深度学习Key words
Intelligent Recognition/Packing Photo/China Railway Express/Image Recognition/Deep Learning分类
交通运输引用本文复制引用
肖健雄,刘冰,程广远,刘慧..基于人工智能的中欧班列装箱照片智能识别技术应用研究[J].铁路物流,2025,43(5):48-52,5.基金项目
中国国家铁路集团有限公司科技研究开发计划课题(Q2023X009) （Q2023X009）
