TrainVision

Benefits for Hardware Manufacturers & System Integrators

With TrainVision, you can transform conventional camera and sensor systems into intelligent, standards-compliant analysis tools for rail operations without the need to develop your own machine learning capabilities.

Resource-efficient edge integration and a fully automated MLOps pipeline ensure that you always benefit from up-to-date models, enabling you to bring end-to-end solutions to market much faster, more cost-effectively, and with a stronger competitive edge.

Rail-Specific Intelligence for Your Hardware

With TrainVision, you transform your sensor systems and portals from simple data sources into intelligent analysis tools that integrate seamlessly into operational processes. TrainVision processes the data delivered by your platform directly on site and transmits the detected entities to customer or industry systems via standardised interfaces. This significantly enhances your product portfolio and enables you to offer your customers immediate added value from the data collected.

Seamless Integration into Your Infrastructure

Our models feature extremely efficient architectures, allowing TrainVision to integrate easily into your infrastructure as an external, stateless inference module. TrainVision runs securely and with minimum resource requirements entirely at the edge, on local industrial servers or mobile devices – without the need for a permanent cloud connection.

Zero MLOps Effort for Your Engineering Team

Professional operation of AI models requires continuous training, versioning and quality monitoring. TrainVision saves you the time and effort of building your own AI lifecycle management. Our end-to-end automated MLOps pipeline handles image and dataset management, training and benchmark testing. You benefit from continuously updated, highly accurate models without having to commit your own machine learning resources.

Competitive Advantage in Tenders

With TrainVision, you are not simply integrating AI, but a solution developed by rail industry experts. Our clear path towards CENELEC EN 50716 (Basic Integrity / SIL 0) compliance enables you to turn your offerings into comprehensive, integrated packages.

Faster Time to Market with Synthetic Pre-Training

Using proven methods for synthetic image generation, we pre-train our models for your customer specific requirements. This dramatically reduces the time from installation to operational deployment. Fine-tuning is carried out using real-world data, the volume of which can be significantly reduced depending on the use case. The result: you can bring your innovations to market much faster and more cost-effectively. The same approach can also be applied to other types of data, such as audio recordings or other sensor data.