Tero Karras 1 Miika Aittala 1 Samuli Laine 1 Erik Härkönen 2, 1 Janne Hellsten 1 Jaakko Lehtinen 1, 2 Timo Aila 1 1 NVIDIA 2 Aalto University Abstract We observe that despite their hierarchical convolutional nature, the synthesis process of typical generative adversarial networks depends on absolute pixel coordinates in an unhealthy manner. This manifests itself as, e.g., detail appearing to be gl