A gaming technology company partnered with Toptal to develop a custom real-time computer vision platform that improved dart detection accuracy, replacing an expensive third-party system and significantly reducing long-term operating costs.
The client’s existing solution was expensive to license and struggled to consistently detect dart locations with the precision required for competitive gameplay. Because the platform operated on limited hardware with strict real-time performance requirements, the client needed a highly accurate, low-latency computer vision solution capable of running efficiently on existing hardware.
Designed a four-camera computer vision system that reconstructed dart locations through geometric triangulation, combining observations from multiple viewpoints to accurately determine impact position on the dartboard.
Developed a custom localization algorithm that transformed each camera observation into a single spatial ray, enabling precise intersection analysis across multiple camera feeds to accurately identify dart positions while minimizing localization error.
Applied an iterative engineering methodology that prioritized detection accuracy before systematically refining edge-case handling, geometric calibration, and runtime performance to maximize precision while maintaining real-time responsiveness.
Designed a repeatable computer vision framework that provided the client with complete ownership of its smart dart detection technology, eliminating reliance on third-party software while establishing a foundation for future smart gaming applications.
The engagement delivered a production-ready computer vision platform that enabled the client to commercialize its own smart dart system while eliminating dependence on an expensive third-party solution projected to cost millions annually. The geometric multicamera architecture provided more accurate real-time dart localization than the previous platform, creating a scalable foundation for future gaming products and prompting the client to explore additional smart game development initiatives with Toptal.
