Pothole Detection AI Template

Locate, label and count potholes in an image.

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Instantly map and quantify road damage by detecting individual potholes in street-level imagery, giving maintenance crews precise location data for targeted repairs.

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Why you should use the pothole detection AI template

Roads deteriorate silently until that jarring moment when vehicles hit unexpected potholes, leading to costly repairs and frustrated drivers. Municipal teams traditionally rely on manual surveys or citizen complaints to track road damage - a reactive approach that leaves dangerous road hazards unaddressed for weeks. This pothole detection template transforms routine street photography into actionable maintenance data, enabling crews to proactively identify, prioritize, and repair road damage before it impacts public safety or triggers vehicle damage claims.

Key benefits of the pothole detection AI template

Every detected pothole translates directly into maintenance cost savings and improved public safety. By automatically processing street-level imagery, this template eliminates the need for dedicated inspection teams while dramatically accelerating the identification of road hazards. Maintenance crews receive precise coordinates and damage assessments, allowing them to optimize repair routes and allocate resources based on severity. The result? Faster repairs, reduced vehicle damage claims, and street networks that stay safer year-round through data-driven maintenance.

How to do pothole detection

  • Upload an image: Start by uploading any photo directly into the Pothole Detection AI Template workflow—no setup required.
  • Preview instant results: The template will automatically locate and highlight all potholes in your image within seconds, so you can immediately see how well it identifies road damage.
  • 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 road maintenance toolkit in a single click.

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