SPnet: Estimating Garment Sewing Patterns from a Single Image of a Posed User

dc.contributor.authorLim, Seungchanen_US
dc.contributor.authorKim, Suminen_US
dc.contributor.authorLee, Sung-Heeen_US
dc.contributor.editorHu, Ruizhenen_US
dc.contributor.editorCharalambous, Panayiotisen_US
dc.date.accessioned2024-04-30T08:19:32Z
dc.date.available2024-04-30T08:19:32Z
dc.date.issued2024
dc.description.abstractThis paper presents a novel method for reconstructing 3D garment models from a single image of a posed user. Previous studies that have primarily focused on accurately reconstructing garment geometries to match the input garment image may often result in unnatural-looking garments when deformed for new poses. To overcome this limitation, our work takes a different approach by inferring the fundamental shape of the garment through sewing patterns from a single image, rather than directly reconstructing 3D garments. Our method consists of two stages. Firstly, given a single image of a posed user, it predicts the garment image worn on a T-pose, representing the baseline form of the garment. Then, it estimates the sewing pattern parameters based on the T-pose garment image. By simulating the stitching and draping of the sewing pattern using physics simulation, we can generate 3D garments that can adaptively deform to arbitrary poses. The effectiveness of our method is validated through ablation studies on the major components and a comparison with other methods.en_US
dc.description.sectionheadersGeometry and Modeling
dc.description.seriesinformationEurographics 2024 - Short Papers
dc.identifier.doi10.2312/egs.20241035
dc.identifier.isbn978-3-03868-237-0
dc.identifier.issn1017-4656
dc.identifier.pages4 pages
dc.identifier.urihttps://doi.org/10.2312/egs.20241035
dc.identifier.urihttps://diglib.eg.org/handle/10.2312/egs20241035
dc.publisherThe Eurographics Associationen_US
dc.rightsAttribution 4.0 International License
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.subjectCCS Concepts: Computing methodologies → Shape modeling
dc.subjectComputing methodologies → Shape modeling
dc.titleSPnet: Estimating Garment Sewing Patterns from a Single Image of a Posed Useren_US
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