Appendix - An Image is Worth More Than a Thousand Words: Towards Disentanglement in The Wild Table of Contents

We use the images at 256 256 resolution. We follow [21] and use all the images for training. The images used for the qualitative visualizations contain random images from the web and samples from CelebA-HQ. AFHQ [8] 15, 000 high quality images categorized into three domains: cat, dog and wildlife. We use the images at 128 128 resolution, holding out 500 images from each domain for testing.