Convolutional Neural Networks (CNNs) have become a highly effective tool in the field of image recognition. These networks are particularly designed to interpret visual input by identifying patterns from images. CNNs comprise multiple levels of convolution, down-sampling, and fully layered layers, allowing them to effectively categorize images into