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This article discusses the use of mathematics in image processing and computer vision, highlighting the importance of numerical modeling in solving real-world problems. Topics covered include pattern recognition, machine learning, biometric recognition, and medical image analysis. The article also emphasizes the role of mathematical models in providing theoretical guidance for complex image representation and machine vision problems.