Object detection is a fundamental task in computer vision, enabling applications such as surveillance, autonomous vehicles, and medical imaging to identify and classify objects within images or videos. Two prominent models in this domain are EfficientDet and Detectron2, each offering unique strengths and weaknesses. This article provides a detailed comparison