1. In a digital medium environment to transfer appearance of a texture from a video exemplar to a target video that avoids degradation of the appearance by maintaining temporal coherence, a method implemented by a computing device, the method comprising: synthesizing, by the computing device, frames in the target video using frames in the video exemplar, the synthesizing including: warping a previous said frame using a motion field, the previous said frame of the target video occurring in a sequence of the target video before a particular said frame being synthesized; and synthesizing texture in the particular said frame of the target video, the synthesizing including synthesizing color in the particular said frame from a corresponding said frame of the video exemplar as guided by a flow indicated in the warped previous said frame of the target video.