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Exploring urban parking challenges, this solution leverages camera-based detection, computer vision, and edge AI for accurate, real-time results. Techniques like Mask R-CNN and YOLO ensure high detection accuracy, handling occlusions and lighting variations. A promising alternative to traditional sensors, it showcases edge computing's potential while highlighting future goals like networked camera systems for urban scalability.