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This chapter outlines the methodology used to compare various image processing libraries. The evaluation is grounded in two core performance metrics: \textbf{Image Conversion} and \textbf{pixel iteration}. These metrics provide a basis for comparing the efficiency and responsiveness of different libraries in performing fundamental image processing tasks. In the following sections, we explain why these metrics were chosen, how they are measured, how the results are processed, and the criteria for selecting the libraries under investigation.