We introduce a method for the generation of images from an input scene graph.The method separates between a layout embedding and an appearance embedding.The dual embedding leads to generated images that better match the scene graph,have higher visual quality, and support more complex scene graphs. In addition,the embedding scheme supports multiple and diverse output images per scenegraph, which can be further controlled by the user. We demonstrate two modes ofper-object control: (i) importing elements from other images, and (ii)navigation in the object space, by selecting an appearance archetype. Our codeis publicly available at https://www.github.com/ashual/scene_generation