Convolutional Neural Networks (CNNs) represent a powerful tool in the realm of image recognition. These architectures are particularly designed to process visual input by identifying patterns from images. CNNs include multiple stages of convolution, reduction, and fully connected layers, allowing them to accurately categorize images into different