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Why 2D bounding boxes fail at intersections: A geometric approach to Stop Sign Violations

If you handle camera data from commercial vehicles operating in dense urban areas, you know how fragile visual triggers can be. A delivery van approaches a standard intersection. The on-device neural network spots the stop sign, tracks it for a few seconds, and generates an event clip. But when your operations team reviews the video, […]

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