{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,14]],"date-time":"2024-09-14T09:04:32Z","timestamp":1726304672759},"reference-count":62,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2024,2,1]],"date-time":"2024-02-01T00:00:00Z","timestamp":1706745600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2023,12,27]],"date-time":"2023-12-27T00:00:00Z","timestamp":1703635200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001659","name":"Deutsche Forschungsgemeinschaft","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001659","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Computers & Graphics"],"published-print":{"date-parts":[[2024,2]]},"DOI":"10.1016\/j.cag.2023.12.013","type":"journal-article","created":{"date-parts":[[2023,12,27]],"date-time":"2023-12-27T11:48:08Z","timestamp":1703677688000},"page":"161-172","update-policy":"http:\/\/dx.doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":3,"special_numbering":"C","title":["Neural inverse procedural modeling of knitting yarns from images"],"prefix":"10.1016","volume":"118","author":[{"given":"Elena","family":"Trunz","sequence":"first","affiliation":[]},{"given":"Jonathan","family":"Klein","sequence":"additional","affiliation":[]},{"given":"Jan","family":"M\u00fcller","sequence":"additional","affiliation":[]},{"given":"Lukas","family":"Bode","sequence":"additional","affiliation":[]},{"given":"Ralf","family":"Sarlette","sequence":"additional","affiliation":[]},{"ORCID":"http:\/\/orcid.org\/0000-0003-3634-0093","authenticated-orcid":false,"given":"Michael","family":"Weinmann","sequence":"additional","affiliation":[]},{"given":"Reinhard","family":"Klein","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"issue":"4","key":"10.1016\/j.cag.2023.12.013_b1","first-page":"1","article-title":"Fitting procedural yarn models for realistic cloth rendering","volume":"35","author":"Zhao","year":"2016","journal-title":"ACM Trans Graph"},{"key":"10.1016\/j.cag.2023.12.013_b2","series-title":"SIGGRAPH Asia 2012 courses","article-title":"Recent advances in physically-based appearance modeling of cloth","author":"Schr\u00f6der","year":"2012"},{"key":"10.1016\/j.cag.2023.12.013_b3","unstructured":"Castillo\u00a0C, Aliaga\u00a0C, L\u00f3pez-Moreno\u00a0J. Challenges in appearance capture and predictive modeling of textile materials. In: Proceedings of the workshop on material appearance modeling. 2017, p. 21\u20134."},{"key":"10.1016\/j.cag.2023.12.013_b4","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1016\/j.cag.2019.07.007","article-title":"Recent advances in fabric appearance reproduction","volume":"84","author":"Castillo","year":"2019","journal-title":"Comput Graph"},{"issue":"16","key":"10.1016\/j.cag.2023.12.013_b5","doi-asserted-by":"crossref","first-page":"2592","DOI":"10.3390\/polym13162592","article-title":"Classification of textile polymer composites: Recent trends and challenges","volume":"13","author":"Amor","year":"2021","journal-title":"Polymers"},{"issue":"19","key":"10.1016\/j.cag.2023.12.013_b6","doi-asserted-by":"crossref","first-page":"8279","DOI":"10.3390\/su12198279","article-title":"From silk to digital technologies: A gateway to new opportunities for creative industries, traditional crafts and designers. The SILKNOW case","volume":"12","author":"Pag\u00e1n","year":"2020","journal-title":"Sustainability"},{"key":"10.1016\/j.cag.2023.12.013_b7","first-page":"1","article-title":"A review of artificial intelligence applications in apparel industry","author":"Noor","year":"2021","journal-title":"J Text Inst"},{"key":"10.1016\/j.cag.2023.12.013_b8","series-title":"Smart fashion: A review of AI applications in the fashion & apparel industry","author":"Mohammadi","year":"2021"},{"key":"10.1016\/j.cag.2023.12.013_b9","doi-asserted-by":"crossref","unstructured":"Wang\u00a0J, Zhao\u00a0S, Tong\u00a0X, Snyder\u00a0J, Guo\u00a0B. Modeling anisotropic surface reflectance with example-based microfacet synthesis. In: ACM SIGGRAPH 2008 Papers. 2008, p. 1\u20139.","DOI":"10.1145\/1399504.1360640"},{"issue":"4","key":"10.1016\/j.cag.2023.12.013_b10","first-page":"1","article-title":"Manifold bootstrapping for SVBRDF capture","volume":"29","author":"Dong","year":"2010","journal-title":"ACM Trans Graph"},{"key":"10.1016\/j.cag.2023.12.013_b11","series-title":"Proceedings of IEEE computer society conference on computer vision and pattern recognition","first-page":"151","article-title":"Reflectance and texture of real-world surfaces authors","author":"Dana","year":"1997"},{"key":"10.1016\/j.cag.2023.12.013_b12","series-title":"European conference on computer vision","first-page":"156","article-title":"Material classification based on training data synthesized using a BTF database","author":"Weinmann","year":"2014"},{"key":"10.1016\/j.cag.2023.12.013_b13","series-title":"The visual computer (computer graphics international 2018)","article-title":"Evaluating physical and rendered material appearance","author":"Filip","year":"2018"},{"key":"10.1016\/j.cag.2023.12.013_b14","doi-asserted-by":"crossref","unstructured":"Kaldor\u00a0JM, James\u00a0DL, Marschner\u00a0S. Simulating knitted cloth at the yarn level. In: ACM SIGGRAPH 2008 papers. 2008, p. 1\u20139.","DOI":"10.1145\/1399504.1360664"},{"issue":"6","key":"10.1016\/j.cag.2023.12.013_b15","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2661229.2661279","article-title":"Yarn-level simulation of woven cloth","volume":"33","author":"Cirio","year":"2014","journal-title":"ACM Trans Graph"},{"key":"10.1016\/j.cag.2023.12.013_b16","unstructured":"Mart\u00edn-Garrido\u00a0A, Miguel\u00a0E, Otaduy\u00a0M\u00c1. Toward Estimation of Yarn-Level Cloth Simulation Models. In: CEIG. 2018, p. 21\u20134."},{"issue":"4","key":"10.1016\/j.cag.2023.12.013_b17","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2185520.2185533","article-title":"Stitch meshes for modeling knitted clothing with yarn-level detail","volume":"31","author":"Yuksel","year":"2012","journal-title":"ACM Trans Graph"},{"issue":"5","key":"10.1016\/j.cag.2023.12.013_b18","doi-asserted-by":"crossref","first-page":"314","DOI":"10.1007\/s00371-004-0240-8","article-title":"Painting canvas synthesis","volume":"20","author":"Drago","year":"2004","journal-title":"Vis Comput"},{"issue":"1","key":"10.1016\/j.cag.2023.12.013_b19","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2077341.2077352","article-title":"Specular reflection from woven cloth","volume":"31","author":"Irawan","year":"2012","journal-title":"ACM Trans Graph"},{"issue":"2","key":"10.1016\/j.cag.2023.12.013_b20","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2451236.2451240","article-title":"A practical microcylinder appearance model for cloth rendering","volume":"32","author":"Sadeghi","year":"2013","journal-title":"ACM Trans Graph"},{"issue":"5","key":"10.1016\/j.cag.2023.12.013_b21","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3132187","article-title":"Woven fabric model creation from a single image","volume":"36","author":"Guarnera","year":"2017","journal-title":"ACM Trans Graph"},{"issue":"3","key":"10.1016\/j.cag.2023.12.013_b22","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1145\/325165.325247","article-title":"An image synthesizer","volume":"19","author":"Perlin","year":"1985","journal-title":"ACM Siggraph Comput Graph"},{"issue":"2","key":"10.1016\/j.cag.2023.12.013_b23","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1007\/s00371-017-1455-9","article-title":"Inverse appearance modeling of interwoven cloth","volume":"35","author":"Dobashi","year":"2019","journal-title":"Vis Comput"},{"key":"10.1016\/j.cag.2023.12.013_b24","doi-asserted-by":"crossref","unstructured":"Jin\u00a0W, Wang\u00a0B, Hasan\u00a0M, Guo\u00a0Y, Marschner\u00a0S, Yan\u00a0L-Q. Woven Fabric Capture from a Single Photo. In: SIGGRAPH Asia 2022 conference papers. 2022, p. 1\u20138.","DOI":"10.1145\/3550469.3555380"},{"issue":"4","key":"10.1016\/j.cag.2023.12.013_b25","doi-asserted-by":"crossref","first-page":"1277","DOI":"10.1111\/j.1467-8659.2011.01987.x","article-title":"A volumetric approach to predictive rendering of fabrics","volume":"30","author":"Schroder","year":"2011","journal-title":"Comput Graph Forum"},{"key":"10.1016\/j.cag.2023.12.013_b26","series-title":"Systems and methods to compute the appearance of woven and knitted textiles at the ply-level","author":"Montazeri","year":"2021"},{"issue":"2","key":"10.1016\/j.cag.2023.12.013_b27","doi-asserted-by":"crossref","first-page":"188","DOI":"10.1109\/TVCG.2014.2339831","article-title":"Image-based reverse engineering and visual prototyping of woven cloth","volume":"21","author":"Schr\u00f6der","year":"2015","journal-title":"IEEE Trans Vis Comput Graphics"},{"key":"10.1016\/j.cag.2023.12.013_b28","doi-asserted-by":"crossref","unstructured":"Trunz\u00a0E, Merzbach\u00a0S, Klein\u00a0J, Schulze\u00a0T, Weinmann\u00a0M, Klein\u00a0R. Inverse Procedural Modeling of Knitwear. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition. 2019, p. 8630\u20139.","DOI":"10.1109\/CVPR.2019.00883"},{"key":"10.1016\/j.cag.2023.12.013_b29","series-title":"Proceedings of the 36th international conference on machine learning","first-page":"3272","article-title":"Neural inverse knitting: From images to manufacturing instructions","volume":"vol. 97","author":"Kaspar","year":"2019"},{"issue":"3","key":"10.1016\/j.cag.2023.12.013_b30","first-page":"322","article-title":"Modelling of yarn properties from fibre properties","volume":"90","author":"Morris","year":"1999","journal-title":"J Texti Inst 1 Fibre Sci Text Technol"},{"issue":"12","key":"10.1016\/j.cag.2023.12.013_b31","doi-asserted-by":"crossref","first-page":"754","DOI":"10.1177\/004051759606601203","article-title":"Mechanical properties of a migrating fiber","volume":"66","author":"Tao","year":"1996","journal-title":"Text Res J"},{"issue":"3","key":"10.1016\/j.cag.2023.12.013_b32","doi-asserted-by":"crossref","first-page":"338","DOI":"10.1080\/00405009408631278","article-title":"Solid modeling applied to fibrous assemblies. Part I: Twisted yarns","volume":"85","author":"Keefe","year":"1994","journal-title":"J Text Inst"},{"issue":"7","key":"10.1016\/j.cag.2023.12.013_b33","doi-asserted-by":"crossref","first-page":"623","DOI":"10.1177\/0040517509342320","article-title":"Extraction of yarn positional information from a three-dimensional CT image of textile fabric using yarn tracing with a filament model for structure analysis","volume":"80","author":"Shinohara","year":"2010","journal-title":"Text Res J"},{"key":"10.1016\/j.cag.2023.12.013_b34","doi-asserted-by":"crossref","unstructured":"Xu\u00a0Y-Q, Chen\u00a0Y, Lin\u00a0S, Zhong\u00a0H, Wu\u00a0E, Guo\u00a0B, et al. Photorealistic rendering of knitwear using the lumislice. In: Proceedings of the 28th annual conference on computer graphics and interactive techniques. 2001, p. 391\u20138.","DOI":"10.1145\/383259.383303"},{"key":"10.1016\/j.cag.2023.12.013_b35","doi-asserted-by":"crossref","unstructured":"Jakob\u00a0W, Arbree\u00a0A, Moon\u00a0JT, Bala\u00a0K, Marschner\u00a0S. A radiative transfer framework for rendering materials with anisotropic structure. In: ACM SIGGRAPH 2010 papers. 2010, p. 1\u201313.","DOI":"10.1145\/1833349.1778790"},{"issue":"4","key":"10.1016\/j.cag.2023.12.013_b36","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2010324.1964939","article-title":"Building volumetric appearance models of fabric using micro CT imaging","volume":"30","author":"Zhao","year":"2011","journal-title":"ACM Trans Graph"},{"issue":"4","key":"10.1016\/j.cag.2023.12.013_b37","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2185520.2185571","article-title":"Structure-aware synthesis for predictive woven fabric appearance","volume":"31","author":"Zhao","year":"2012","journal-title":"ACM Trans Graph"},{"issue":"4","key":"10.1016\/j.cag.2023.12.013_b38","first-page":"1","article-title":"Modular flux transfer: Efficient rendering of high-resolution volumes with repeated structures","volume":"32","author":"Zhao","year":"2013","journal-title":"ACM Trans Graph"},{"issue":"1","key":"10.1016\/j.cag.2023.12.013_b39","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/2818648","article-title":"Matching real fabrics with micro-appearance models","volume":"35","author":"Khungurn","year":"2015","journal-title":"ACM Trans Graph"},{"key":"10.1016\/j.cag.2023.12.013_b40","unstructured":"Voborova\u00a0J, Garg\u00a0A, Neckar\u00a0B, Ibrahim\u00a0S. Yarn properties measurement: An optical approach. In: 2nd international textile, clothing and design conference. 2004."},{"issue":"4","key":"10.1016\/j.cag.2023.12.013_b41","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1111\/cgf.13222","article-title":"An appearance model for textile fibers","volume":"36","author":"Aliaga","year":"2017","journal-title":"Comput Graph Forum"},{"issue":"2","key":"10.1016\/j.cag.2023.12.013_b42","doi-asserted-by":"crossref","first-page":"13:1","DOI":"10.1145\/2998578","article-title":"Azimuthal scattering from elliptical hair fibers","volume":"36","author":"Khungurn","year":"2017","journal-title":"ACM Trans Graph"},{"issue":"6","key":"10.1016\/j.cag.2023.12.013_b43","doi-asserted-by":"crossref","first-page":"251:1","DOI":"10.1145\/3414685.3417777","article-title":"A practical ply-based appearance model of woven fabrics","volume":"39","author":"Montazeri","year":"2020","journal-title":"ACM Trans Graph"},{"key":"10.1016\/j.cag.2023.12.013_b44","series-title":"A practical ply-based appearance modeling for knitted fabrics","author":"Montazeri","year":"2021"},{"key":"10.1016\/j.cag.2023.12.013_b45","series-title":"Workshop on material appearance modeling","article-title":"Image-based fitting of procedural yarn models","author":"Saalfeld","year":"2018"},{"issue":"9","key":"10.1016\/j.cag.2023.12.013_b46","doi-asserted-by":"crossref","first-page":"1165","DOI":"10.1631\/FITEE.1800693","article-title":"Modeling yarn-level geometry from a single micro-image","volume":"20","author":"Wu","year":"2019","journal-title":"Front Inf Technol Electron Eng"},{"issue":"99","key":"10.1016\/j.cag.2023.12.013_b47","first-page":"1","article-title":"Real-time cloth rendering with fiber-level detail","volume":"PP","author":"Wu","year":"2017","journal-title":"IEEE Trans Vis Comput Graphics"},{"key":"10.1016\/j.cag.2023.12.013_b48","doi-asserted-by":"crossref","unstructured":"Bouman\u00a0KL, Xiao\u00a0B, Battaglia\u00a0P, Freeman\u00a0WT. Estimating the material properties of fabric from video. In: Proceedings of the IEEE international conference on computer vision. 2013, p. 1984\u201391.","DOI":"10.1109\/ICCV.2013.455"},{"key":"10.1016\/j.cag.2023.12.013_b49","unstructured":"Rasheed\u00a0AH, Romero\u00a0V, Bertails-Descoubes\u00a0F, Wuhrer\u00a0S, Franco\u00a0J-S, Lazarus\u00a0A. Learning to measure the static friction coefficient in cloth contact. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition. 2020, p. 9912\u201321."},{"key":"10.1016\/j.cag.2023.12.013_b50","doi-asserted-by":"crossref","unstructured":"Runia\u00a0TF, Gavrilyuk\u00a0K, Snoek\u00a0CG, Smeulders\u00a0AW. Cloth in the wind: A case study of physical measurement through simulation. In: Proceedings of the IEEE\/CVF conference on computer vision and pattern recognition. 2020, p. 10498\u2013507.","DOI":"10.1109\/CVPR42600.2020.01051"},{"key":"10.1016\/j.cag.2023.12.013_b51","article-title":"Differentiable cloth simulation for inverse problems","volume":"32","author":"Liang","year":"2019","journal-title":"Adv Neural Inf Process Syst"},{"issue":"1","key":"10.1016\/j.cag.2023.12.013_b52","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3527660","article-title":"DiffCloth: Differentiable cloth simulation with dry frictional contact","volume":"42","author":"Li","year":"2022","journal-title":"ACM Trans Graph"},{"key":"10.1016\/j.cag.2023.12.013_b53","series-title":"Fine-grained differentiable physics: A yarn-level model for fabrics","author":"Gong","year":"2022"},{"key":"10.1016\/j.cag.2023.12.013_b54","series-title":"Simulating yarn-based cloth","author":"Kaldor","year":"2011"},{"key":"10.1016\/j.cag.2023.12.013_b55","series-title":"Modeling and rendering fabrics at micron-resolution","author":"Zhao","year":"2014"},{"key":"10.1016\/j.cag.2023.12.013_b56","doi-asserted-by":"crossref","first-page":"623","DOI":"10.1177\/0040517509342320","article-title":"Extraction of yarn positional information from a three-dimensional CT image of textile fabric using yarn tracing with a filament model for structure analysis","volume":"80","author":"Shinohara","year":"2010","journal-title":"Textle Res J - TEXT RES J"},{"issue":"2","key":"10.1016\/j.cag.2023.12.013_b57","doi-asserted-by":"crossref","first-page":"275","DOI":"10.1111\/cgf.12830","article-title":"A practical and controllable hair and fur model for production path tracing","volume":"35","author":"Chiang","year":"2016","journal-title":"Comput Graph Forum"},{"key":"10.1016\/j.cag.2023.12.013_b58","series-title":"Deep residual learning for image recognition","author":"He","year":"2015"},{"key":"10.1016\/j.cag.2023.12.013_b59","series-title":"A ConvNet for the 2020s","author":"Liu","year":"2022"},{"key":"10.1016\/j.cag.2023.12.013_b60","series-title":"Deep inside convolutional networks: Visualising image classification models and saliency maps","author":"Simonyan","year":"2013"},{"key":"10.1016\/j.cag.2023.12.013_b61","doi-asserted-by":"crossref","first-page":"415","DOI":"10.1111\/cgf.13372","article-title":"Procedural modeling of a building from a single image","volume":"37","author":"Nishida","year":"2018","journal-title":"Comput Graph Forum"},{"key":"10.1016\/j.cag.2023.12.013_b62","series-title":"Proceedings of 3rd international conference on learning representations","article-title":"Adam: A method for stochastic optimization","author":"Kingma","year":"2015"}],"container-title":["Computers & Graphics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0097849323003072?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0097849323003072?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2024,3,26]],"date-time":"2024-03-26T08:45:21Z","timestamp":1711442721000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0097849323003072"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,2]]},"references-count":62,"alternative-id":["S0097849323003072"],"URL":"https:\/\/doi.org\/10.1016\/j.cag.2023.12.013","relation":{},"ISSN":["0097-8493"],"issn-type":[{"value":"0097-8493","type":"print"}],"subject":[],"published":{"date-parts":[[2024,2]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Neural inverse procedural modeling of knitting yarns from images","name":"articletitle","label":"Article Title"},{"value":"Computers & Graphics","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.cag.2023.12.013","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2023 The Authors. Published by Elsevier Ltd.","name":"copyright","label":"Copyright"}]}}