Deep Line Drawing Vectorization via Line Subdivision and Topology Reconstruction

dc.contributor.authorGuo, Yien_US
dc.contributor.authorZhang, Zhumingen_US
dc.contributor.authorHan, Chuen_US
dc.contributor.authorHu, Wenboen_US
dc.contributor.authorLi, Chengzeen_US
dc.contributor.authorWong, Tien-Tsinen_US
dc.contributor.editorLee, Jehee and Theobalt, Christian and Wetzstein, Gordonen_US
dc.date.accessioned2019-10-14T05:06:39Z
dc.date.available2019-10-14T05:06:39Z
dc.date.issued2019
dc.description.abstractVectorizing line drawing is necessary for the digital workflows of 2D animation and engineering design. But it is challenging due to the ambiguity of topology, especially at junctions. Existing vectorization methods either suffer from low accuracy or cannot deal with high-resolution images. To deal with a variety of challenging containing different kinds of complex junctions, we propose a two-phase line drawing vectorization method that analyzes the global and local topology. In the first phase, we subdivide the lines into partial curves, and in the second phase, we reconstruct the topology at junctions. With the overall topology estimated in the two phases, we can trace and vectorize the curves. To qualitatively and quantitatively evaluate our method and compare it with the existing methods, we conduct extensive experiments on not only existing datasets but also our newly synthesized dataset which contains different types of complex and ambiguous junctions. Experimental statistics show that our method greatly outperforms existing methods in terms of computational speed and achieves visually better topology reconstruction accuracy.en_US
dc.description.number7
dc.description.sectionheadersLines and Sketches
dc.description.seriesinformationComputer Graphics Forum
dc.description.volume38
dc.identifier.doi10.1111/cgf.13818
dc.identifier.issn1467-8659
dc.identifier.pages81-90
dc.identifier.urihttps://doi.org/10.1111/cgf.13818
dc.identifier.urihttps://diglib.eg.org:443/handle/10.1111/cgf13818
dc.publisherThe Eurographics Association and John Wiley & Sons Ltd.en_US
dc.subjectComputing methodologies
dc.subjectNeural networks
dc.subjectImage manipulation
dc.titleDeep Line Drawing Vectorization via Line Subdivision and Topology Reconstructionen_US
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