As artificial intelligence systems increasingly rely on computer vision, the quality of image annotation has emerged as a decisive factor in determining model performance. While sophisticated architectures and large-scale training pipelines attract much attention, the foundational role of labeled data is often underestimated. In practice, even the most advanced algorithms cannot compensate for...