The GAN That Warped: Semantic Attribute Editing With Unpaired Data

Input image (previously unseen) (b) User requested edit: "beak larger than head" (c) User requested edit: "beak smaller than head" Figure 1 : Semantic image editing at high resolution (2480×1850). The user requests a change in a semantic attribute and the input image (a) is automatically transformed by our method into, e.g., an image with "beak larger than head" (b) or "beak smaller than head" (c). The content of the original input, including fine details, is preserved. Our focus is on face editing, as previous work, yet the method is general enough to be applied to other datasets. Please see the supplemental material for videos of these and other edits. (Zoom in for details) 1