TinyML enabled smart parking dynamic slots computing and license plate recognition

The increasing global automotive fleet brings different adverse effects like pollution, congestion, and inefficient land use. In response, smart parking emerges as a multifaceted solution, that significantly enhances urban life by increasing time efficiency, boosting revenue generation, and providing a framework for better urban planning. Our system harnesses the capabilities of Tiny Machine Learning (TinyML) and IoT cameras to effectively tackle urban parking challenges. Key features encompass accurate license plate identification, a reservation mobile app, and real-time slot calculation. Our TinyML integration ensures a lightweight and energy-efficient implementation, promoting efficiency in resource-constrained environments. Results showcase high accuracy in slot computation and license plate recognition, signaling a significant stride towards efficient urban living with global applicability.