As rail freight continues to grow rapidly, container turnaround efficiency has become a key factor in reducing logistics costs and improving transportation efficiency. Traditional manual recording and verification of container numbers are time-consuming, labor-intensive, and prone to errors caused by poor lighting, viewing angles, dirt, rust, and other environmental factors. These limitations have become a major obstacle to the intelligent modernization of railway terminals.
Fuwei Intelligent Railway Container Number Recognition System is specifically designed for railway freight applications. Powered by advanced computer vision and deep learning technologies, it delivers a highly reliable, high-speed, and fully automated container identification solution.
The system is optimized for challenging railway environments, including rain, snow, dust, backlighting, rusted containers, and worn markings. Built-in image enhancement and distortion correction technologies enable stable recognition of various fonts, colors, and aged container markings, achieving an overall recognition accuracy of over 99.5%.
With a recognition time of less than 200 milliseconds, the system seamlessly integrates with gate systems, rail-mounted gantry cranes (RMG), rubber-tired gantry cranes (RTG), and other operational equipment. It enables automatic data capture without stopping vehicles or trains, significantly improving throughput and operational efficiency.
In addition to recognizing the standard 11-character container number, the system automatically identifies ISO owner codes, container size/type codes, hazardous goods labels, and check digits, while performing automatic validation to ensure complete and compliant data collection.
The solution supports various front-end imaging devices, including fixed cameras, PTZ cameras, and explosion-proof cameras. It provides standard HTTP APIs for rapid integration with existing TMS, WMS, and terminal management systems, and supports both on-premises and cloud-based deployment.

Railway Border Ports & Marshalling Yards
Automatically captures inbound and outbound container information, associates containers with railcars, and enables automated gate release.
Intermodal Logistics Hubs
Integrates with gantry cranes, weighbridges, and terminal systems to automate cargo tallying, container damage inspection, and workflow coordination.
Container Yard Management
Updates container location and status in real time, supports intelligent dispatching, and reduces unnecessary container reshuffling.
After deploying the Fuwei Intelligent Railway Container Number Recognition System, a large railway terminal successfully processed more than 3,000 TEUs per day. Manual data entry was reduced by 90%, the information error rate dropped to below 0.2%, and overall operational efficiency increased by 40%, enabling reliable 24/7 continuous operations.
With years of expertise in industrial AI vision technology, Fuwei Intelligent has developed proprietary recognition algorithms and strong hardware integration capabilities. The system supports remote maintenance, continuous AI model optimization, and site-specific customization based on real operational data, ensuring long-term performance that consistently exceeds conventional recognition solutions.
Contact Fuwei Intelligent today to learn more about our Railway Container Number Recognition System and discover a customized smart terminal solution for your railway freight operations.