StyleBlit: Fast Example-Based Stylization with Local Guidance

dc.contributor.authorSýkora, Danielen_US
dc.contributor.authorJamriška, Ondrejen_US
dc.contributor.authorTexler, Ondrejen_US
dc.contributor.authorFišer, Jakuben_US
dc.contributor.authorLukác, Mikeen_US
dc.contributor.authorLu, Jingwanen_US
dc.contributor.authorShechtman, Elien_US
dc.contributor.editorAlliez, Pierre and Pellacini, Fabioen_US
dc.date.accessioned2019-05-05T17:39:30Z
dc.date.available2019-05-05T17:39:30Z
dc.date.issued2019
dc.description.abstractWe present StyleBlit-an efficient example-based style transfer algorithm that can deliver high-quality stylized renderings in real-time on a single-core CPU. Our technique is especially suitable for style transfer applications that use local guidance - descriptive guiding channels containing large spatial variations. Local guidance encourages transfer of content from the source exemplar to the target image in a semantically meaningful way. Typical local guidance includes, e.g., normal values, texture coordinates or a displacement field. Contrary to previous style transfer techniques, our approach does not involve any computationally expensive optimization. We demonstrate that when local guidance is used, optimization-based techniques converge to solutions that can be well approximated by simple pixel-level operations. Inspired by this observation, we designed an algorithm that produces results visually similar to, if not better than, the state-of-the-art, and is several orders of magnitude faster. Our approach is suitable for scenarios with low computational budget such as games and mobile applications.en_US
dc.description.number2
dc.description.sectionheadersStyles and Fonts
dc.description.seriesinformationComputer Graphics Forum
dc.description.volume38
dc.identifier.doi10.1111/cgf.13621
dc.identifier.issn1467-8659
dc.identifier.pages83-91
dc.identifier.urihttps://doi.org/10.1111/cgf.13621
dc.identifier.urihttps://diglib.eg.org:443/handle/10.1111/cgf13621
dc.publisherThe Eurographics Association and John Wiley & Sons Ltd.en_US
dc.subjectComputing methodologies
dc.subjectNon
dc.subjectphotorealistic rendering
dc.subjectImage processing
dc.titleStyleBlit: Fast Example-Based Stylization with Local Guidanceen_US
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