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