{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T02:53:05Z","timestamp":1769827985041,"version":"3.49.0"},"reference-count":30,"publisher":"World Scientific Pub Co Pte Ltd","issue":"11","funder":[{"name":"Beijing Social Science Foundation","award":["20YTB011"],"award-info":[{"award-number":["20YTB011"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Patt. Recogn. Artif. Intell."],"published-print":{"date-parts":[[2023,9,15]]},"abstract":"<jats:p>To address the issues in clothing pattern style migration, this paper proposes a digital simulation and re-editing method for clothing patterns based on deep learning and somatosensory interaction. First, the proposed method encodes the black-and-white line drawing image, generating random noise images through a diffusion process, introducing color information for synthesis, and using a decoder to reconstruct a colored image. Afterwards, an improved VGG19 model is used to reconstruct content features and perform linear color transformation on style images, enabling pattern style migration through the construction of a Gram matrix and resulting in colored clothing texture patterns. Finally, a KinectV2 is utilized for fabric simulation, overlaying colorful clothing texture patterns to achieve 3D virtual dressing. The experimental results show that the proposed method improves the structural similarity index measure (SSIM) by 9\u201311% and the peak signal-to-noise ratio (PSNR) by 3\u20138% when compared to existing algorithms. The experiments provide evidence that the proposed method effectively mitigates color overflow, delivers precise image coloring, and accomplishes realistic restoration of clothing texture. Furthermore, the method offers an improved garment fit to fulfill the user\u2019s interaction requirements.<\/jats:p>","DOI":"10.1142\/s021800142352016x","type":"journal-article","created":{"date-parts":[[2023,7,28]],"date-time":"2023-07-28T16:18:05Z","timestamp":1690561085000},"source":"Crossref","is-referenced-by-count":2,"title":["A Digital Simulation and Re-Editing Method for Clothing Patterns Based on Deep Learning and Somatosensory Interaction"],"prefix":"10.1142","volume":"37","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5498-8251","authenticated-orcid":false,"given":"Haiyan","family":"Sun","sequence":"first","affiliation":[{"name":"School of Information Science and Technology, North China University of Technology, Beijing 100144, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-9673-3658","authenticated-orcid":false,"given":"Jiali","family":"Yao","sequence":"additional","affiliation":[{"name":"School of Information Science and Technology, North China University of Technology, Beijing 100144, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-6836-4430","authenticated-orcid":false,"given":"Haoyu","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Information Science and Technology, North China University of Technology, Beijing 100144, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-4467-195X","authenticated-orcid":false,"given":"Zhijun","family":"Li","sequence":"additional","affiliation":[{"name":"School of Information Science and Technology, North China University of Technology, Beijing 100144, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5996-2728","authenticated-orcid":false,"given":"Xingquan","family":"Cai","sequence":"additional","affiliation":[{"name":"School of Information Science and Technology, North China University of Technology, Beijing 100144, P. R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2023,9,14]]},"reference":[{"issue":"8","key":"S021800142352016XBIB001","first-page":"2250","volume":"36","author":"Chen S.","year":"2019","journal-title":"Appl. Res. Comput."},{"issue":"11","key":"S021800142352016XBIB002","first-page":"305","volume":"47","author":"Chen J.","year":"2021","journal-title":"Comput. Eng."},{"issue":"1","key":"S021800142352016XBIB003","first-page":"86","volume":"18","author":"Ding X.","year":"2018","journal-title":"Electron. Prod."},{"key":"S021800142352016XBIB004","first-page":"139","volume-title":"IEEE\/ACM Int. Symp. Mixed and Augmented Reality","author":"Ehara J.","year":"2006"},{"issue":"6","key":"S021800142352016XBIB005","first-page":"1","volume":"36","author":"Ganesan A.","year":"2017","journal-title":"ACM Trans. Graph. (TOG)"},{"key":"S021800142352016XBIB006","first-page":"2414","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition","author":"Gatys L. A.","year":"2016"},{"key":"S021800142352016XBIB007","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1007\/978-3-642-34710-8_6","volume-title":"Int. Conf. Motion in Games","author":"Giovanni S.","year":"2012"},{"key":"S021800142352016XBIB008","first-page":"2672","volume-title":"Int. Conf. Neural Information Processing Systems","author":"Goodfellow J.","year":"2014"},{"key":"S021800142352016XBIB009","first-page":"7543","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition","author":"Han X.","year":"2018"},{"key":"S021800142352016XBIB010","first-page":"135","volume-title":"Asian Conf. Computer Vision","author":"Hobley M. A.","year":"2018"},{"issue":"5","key":"S021800142352016XBIB011","doi-asserted-by":"crossref","first-page":"962","DOI":"10.3724\/SP.J.1016.2009.00962","volume":"32","author":"Hui J.","year":"2009","journal-title":"Chin. J. Comput."},{"key":"S021800142352016XBIB012","first-page":"2287","volume-title":"Proc. IEEE Int. Conf. Computer Vision Workshops","author":"Jetchev N.","year":"2017"},{"key":"S021800142352016XBIB013","first-page":"197","author":"Ji Y.","year":"2021","journal-title":"Mater. Des."},{"issue":"24","key":"S021800142352016XBIB014","doi-asserted-by":"crossref","first-page":"15473","DOI":"10.3390\/ijms232415473","volume":"23","author":"Ji Y.","year":"2022","journal-title":"Int. J. Mol. Sci."},{"issue":"2","key":"S021800142352016XBIB015","doi-asserted-by":"crossref","first-page":"169","DOI":"10.14257\/ijsh.2015.9.2.16","volume":"9","author":"Kim M.","year":"2015","journal-title":"Int. J. Smart Home"},{"key":"S021800142352016XBIB016","first-page":"9056","volume-title":"Proc. IEEE\/CVF Int. Conf. Computer Vision","author":"Kim H.","year":"2022"},{"issue":"7","key":"S021800142352016XBIB017","first-page":"575","volume":"33","author":"Li Y.","year":"2020","journal-title":"Pattern Recognit. Artif. Intell."},{"issue":"2","key":"S021800142352016XBIB018","first-page":"176","volume":"56","author":"Li H.","year":"2020","journal-title":"Comput. Eng. Appl."},{"issue":"1","key":"S021800142352016XBIB019","first-page":"308","volume":"36","author":"Liang P.","year":"2019","journal-title":"Appl. Res. Comput."},{"issue":"3","key":"S021800142352016XBIB020","doi-asserted-by":"crossref","first-page":"487","DOI":"10.11834\/jig.200089","volume":"26","author":"Ma D.","year":"2021","journal-title":"J. Image Graph."},{"issue":"2","key":"S021800142352016XBIB021","first-page":"368","volume":"36","author":"Meng M.","year":"2015","journal-title":"Chin. J. Sci. Instrum."},{"issue":"2","key":"S021800142352016XBIB022","first-page":"67","volume":"6","author":"Miao X.","year":"2021","journal-title":"Mod. Comput."},{"key":"S021800142352016XBIB023","doi-asserted-by":"crossref","first-page":"44599","DOI":"10.1109\/ACCESS.2019.2962579","volume":"8","author":"Ren H.","year":"2019","journal-title":"IEEE Access"},{"issue":"2","key":"S021800142352016XBIB024","first-page":"10674","volume":"24","author":"Robin R.","year":"2022","journal-title":"Comput. Vis. Pattern Recognit."},{"key":"S021800142352016XBIB025","first-page":"5400","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition","author":"Sangkloy P.","year":"2016"},{"issue":"8","key":"S021800142352016XBIB026","first-page":"2806","volume":"29","author":"Sun Z.","year":"2012","journal-title":"Appl. Res. Comput."},{"issue":"10","key":"S021800142352016XBIB027","first-page":"3164","volume":"36","author":"Teng S.","year":"2019","journal-title":"Appl. Res. Comput."},{"key":"S021800142352016XBIB028","first-page":"11283","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition","author":"Yoo S.","year":"2019"},{"key":"S021800142352016XBIB029","first-page":"91","volume-title":"IEEE Jordan Int. Joint Conf. Electrical Engineering and Information Technology","author":"Yousef K. M. A.","year":"2019"},{"issue":"6","key":"S021800142352016XBIB030","first-page":"1229","volume":"40","author":"Zhou F.","year":"2017","journal-title":"Chin. J. Comput."}],"container-title":["International Journal of Pattern Recognition and Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S021800142352016X","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,25]],"date-time":"2024-10-25T07:42:38Z","timestamp":1729842158000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S021800142352016X"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,9,14]]},"references-count":30,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2023,9,15]]}},"alternative-id":["10.1142\/S021800142352016X"],"URL":"https:\/\/doi.org\/10.1142\/s021800142352016x","relation":{},"ISSN":["0218-0014","1793-6381"],"issn-type":[{"value":"0218-0014","type":"print"},{"value":"1793-6381","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,9,14]]},"article-number":"2352016"}}