Deep learning has achieved significant success in pattern recognition, with convolutional neural networks (CNNs) serving as a foundational architecture for extracting spatial features from images.

Deep learning has transformed image classification by enabling hierarchical feature extraction through multilayer neural networks. Central to this revolution are convolutional neural networks (CNNs), ...