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

Recent advances in deep learning have transformed the classification of urban imagery drawn from aerial, satellite and street-level sensors. Convolutional neural networks and vision transformers now ...