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Unraveling the Mathematical Foundations of Convolutional Neural Networks in Image Recognition

Introduction: In recent years, convolutional neural networks (CNNs) have revolutionized the field of image recognition. These powerful algorithms have achieved remarkable success in a variety of tasks, including object detection, image classification, and image segmentation. Their ability to automatically learn and extract meaningful features from raw image data has made them a popular choice for researchers and practitioners alike.