The system activates green or red illuminated crossing lines according to pedestrian signals. When pedestrians are detected, it turns on crosswalk lighting and “Pedestrian Ahead” warnings; approaching vehicles trigger “Vehicle Ahead” alerts. It also detects vehicle types and speeds within 50 meters, calculates braking distances, and predicts potential red-light violations.

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Powered by AI SoC-based edge roadside equipment and the GElanNetV2 algorithm, the system analyzes traffic volume, turning movements, vehicle types, and speeds in real time. By integrating illuminated crossing lines, lighting, and two-way warnings, it enhances pedestrian safety, traffic-risk prediction, and intersection management.