The transition from classical computer vision to deep learning marked a significant turning point in tackling the counting problem. Initial algorithms struggled with environmental variables, leading to complex and unsustainable pipelines. However, embracing deep learning resulted in substantial improvements, proving that innovation was essential for progress in their technology.