Convolutional Generative Neural Networks (CGNNs) gained as a powerful class of deep learning architectures for generating synthetic data. CGNNs integrate the strengths of convolutional neural networks famous for their ability to learn spatial features with generative models, which are built to produce novel data instances. This survey provides a co