Convolutional Neural Networks (CNNs) have become a highly effective tool in the domain of image recognition. These architectures are uniquely designed to analyze visual input by extracting characteristics from images. CNNs comprise multiple levels of convolution, down-sampling, and fully connected layers, allowing them to effectively classify image