This repository contains implementations of ArtGAN, a GAN-based deep learning model for conditional image synthesis of artwork. It includes the refined WikiArt dataset, improved ArtGAN models from a TIP-19 publication on natural image and artwork synthesis, and an ICIP-16 paper on fine-art painting classification. The project provides code for training generative adversarial networks to produce fine-art style images.