Semantics-Preserving Sketch Embedding for Face Generation. (arXiv:2211.13015v1 [cs.CV])

With recent advances in image-to-image translation tasks, remarkable progress
has been witnessed in generating face images from sketches. However, existing
methods frequently fail to generate images with details that are semantically
and geometrically consistent with the input sketch, especially when various
decoration strokes are drawn. To address this issue, we introduce a novel W-W+
encoder architecture to take advantage of the high expressive power of W+ space
and semantic controllability of W space. We introduce an explicit intermediate
representation for …

arxiv embedding face semantics