Modern urbanization necessitates efficient parking management solutions, given increasing vehicle densities and limited space availability. Smart parking systems, which utilize advanced object detection algorithms, offer potential solutions. This paper explores various methods, including vision transformers, YOLO models, and traditional sensor-based approaches, discussing their efficacy in practical implementations.