Object detection is a foundational task in computer vision, underpinning numerous applications, including surveillance, autonomous navigation, and industrial automation. Two preeminent models in this domain are EfficientDet and YOLOv12. EfficientDet, predicated on the EfficientNet backbone, is renowned for its computational efficiency and robust accuracy. Conversely, YOLOv12, a progression of the