Train Detection AI Template

Locate, label and count trains in an image.

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Instantly scan and catalog every train in your aerial or ground-level imagery, providing precise counts and locations for rail operations and monitoring.

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Why you should use the train detection AI template

Railway operators face the daily challenge of tracking hundreds of rolling stock assets across vast networks. From monitoring train positions in sprawling rail yards to conducting fleet inventories, manual counting and identification is painfully time-consuming and error-prone. This detection template eliminates the guesswork by automatically locating and labeling trains in any image - whether captured from surveillance cameras, drones, or satellite feeds. Rail companies can finally maintain real-time awareness of their fleet distribution without deploying teams of spotters.

Key benefits of the train detection AI template

Slash hours of manual train counting down to mere seconds while dramatically improving accuracy. Rather than relying on staff to visually inspect yards and tally cars, this template processes hundreds of images rapidly, detecting trains with remarkable precision even in challenging conditions like poor lighting or partial occlusion. The automated detection eliminates human fatigue and counting errors, providing railway operators with reliable data for fleet management, yard operations, and regulatory compliance. For busy rail networks handling thousands of cars daily, this level of automated intelligence transforms basic inventory tasks into streamlined digital workflows.

How to do train detection

Upload an image: Start by uploading any photo directly into the Train Detection AI Template workflow—no setup required.
Preview instant results: The template will automatically locate and count all trains in your image within seconds, so you can immediately see how accurately it works.
Like what you see? With a free Roboflow account, you can deploy the template to process more images, clone it to customize for your own needs, or integrate it into your projects and workflows.
Get started for free: No technical expertise needed—just upload, review, and, if it fits your needs, make it part of your photo organization toolkit in a single click.