{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,13]],"date-time":"2026-03-13T02:47:41Z","timestamp":1773370061493,"version":"3.50.1"},"reference-count":26,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2024,12,6]],"date-time":"2024-12-06T00:00:00Z","timestamp":1733443200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,12,6]],"date-time":"2024-12-06T00:00:00Z","timestamp":1733443200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["12201075"],"award-info":[{"award-number":["12201075"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"the Xuzhou Science and Technology Plan Project","award":["KC23416"],"award-info":[{"award-number":["KC23416"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Pattern Anal Applic"],"published-print":{"date-parts":[[2025,3]]},"DOI":"10.1007\/s10044-024-01363-z","type":"journal-article","created":{"date-parts":[[2024,12,6]],"date-time":"2024-12-06T17:46:28Z","timestamp":1733507188000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Adaptive optimization of low rank decomposition and its application on fabric defect detection"],"prefix":"10.1007","volume":"28","author":[{"given":"Wenya","family":"Shi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhixiang","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiuzhen","family":"Liang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daihong","family":"Jiang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,12,6]]},"reference":[{"key":"1363_CR1","doi-asserted-by":"publisher","first-page":"116827","DOI":"10.1016\/j.eswa.2022.116827","volume":"198","author":"Z Pourkaramdel","year":"2022","unstructured":"Pourkaramdel Z, Ershad SF, Nanni L (2022) Fabric defect detection based on completed local quartet patterns and majority decision algorithm. Expert Syst Appl 198:116827","journal-title":"Expert Syst with Appl"},{"issue":"2","key":"1363_CR2","doi-asserted-by":"publisher","first-page":"163","DOI":"10.1080\/00405000.2013.833689","volume":"105","author":"W Li","year":"2014","unstructured":"Li W, Cheng L (2014) Yarn-dyed woven defect characterization and classification using combined features and support vector machine. J Text Inst 105(2):163\u2013174. https:\/\/doi.org\/10.1080\/00405000.2013.833689","journal-title":"J Text Inst"},{"key":"1363_CR3","doi-asserted-by":"crossref","unstructured":"Huang Y, Yi M, Yang W, Yang W (2022) Research on surface defect intelligent detection technology of non-woven fabric based on support vector machine. In: IEEE international conference on electrical engineering, big data and algorithms (EEBDA). pp 895\u2013898","DOI":"10.1109\/EEBDA53927.2022.9744952"},{"issue":"2\u20133","key":"1363_CR4","doi-asserted-by":"publisher","first-page":"142","DOI":"10.1108\/09556221111107333","volume":"23","author":"A Ghosh","year":"2011","unstructured":"Ghosh A, Guha T, Bhar RB, Das S (2011) Pattern classification of fabric defects using support vector machines. Int J Cloth Sci Technol 23(2\u20133):142\u2013151. https:\/\/doi.org\/10.1108\/09556221111107333","journal-title":"Int J Cloth Sci Technol"},{"key":"1363_CR5","doi-asserted-by":"publisher","DOI":"10.1109\/ICCUBEA.2015.145","author":"M Vaibhav","year":"2015","unstructured":"Vaibhav M, Karlekar V, Bhangale K, Biradar MS (2015) Fabric defect detection using wavelet filter. IEEE. https:\/\/doi.org\/10.1109\/ICCUBEA.2015.145","journal-title":"IEEE"},{"issue":"4","key":"1363_CR6","doi-asserted-by":"publisher","first-page":"559","DOI":"10.1016\/j.patcog.2004.07.009","volume":"38","author":"HY Nganhenry","year":"2005","unstructured":"Nganhenry HY, Pang GK, Yung SP, Ng MK (2005) Wavelet based methods on patterned fabric defect detection. Pattern Recogn 38(4):559\u2013576","journal-title":"Pattern Recogn"},{"issue":"15","key":"1363_CR7","doi-asserted-by":"publisher","first-page":"10764","DOI":"10.1080\/15440478.2021.2002767","volume":"19","author":"Y Wu","year":"2022","unstructured":"Wu Y, Lou L, Wang J (2022) Cotton fabric defect detection based on K-SVD dictionary learning. J Nat Fibers 19(15):10764\u201310779. https:\/\/doi.org\/10.1080\/15440478.2021.2002767","journal-title":"J Nat Fibers"},{"issue":"4","key":"1363_CR8","doi-asserted-by":"publisher","first-page":"378","DOI":"10.1016\/j.patcog.2015.09.022","volume":"51","author":"Colin SC Tsang","year":"2016","unstructured":"Tsang Colin SC, Ngan Henry YT, Pang HGK (2016) Fabric inspection based on the Elo rating method. Pattern Recogn 51(4):378\u2013394. https:\/\/doi.org\/10.1016\/j.patcog.2015.09.022","journal-title":"Pattern Recogn"},{"issue":"11\u201312","key":"1363_CR9","doi-asserted-by":"publisher","first-page":"2859","DOI":"10.1177\/00405175221144777","volume":"93","author":"H Cheng","year":"2023","unstructured":"Cheng H, Liang J, Liu H (2023) Image restoration fabric defect detection based on the dual generative adversarial network patch model. Textile Res J 93(11\u201312):2859\u20132876. https:\/\/doi.org\/10.1177\/00405175221144777","journal-title":"Textile Res J"},{"key":"1363_CR10","doi-asserted-by":"publisher","first-page":"103551","DOI":"10.1016\/j.compind.2021.103551","volume":"134","author":"M Chen","year":"2022","unstructured":"Chen M, Yu L, Zhi C, Sun R, Zhu S, Gao Z, Ke Z, Zhu M, Zhang Y (2022) Improved faster R-CNN for fabric defect detection based on gabor filter with genetic algorithm optimization. Comput Ind 134:103551. https:\/\/doi.org\/10.1016\/j.compind.2021.103551","journal-title":"Comput Ind"},{"key":"1363_CR11","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/TIM.2022.3162286","volume":"71","author":"S Linhao","year":"2022","unstructured":"Linhao S, Erhu Z, Qiurui M, Mei L (2022) Pixel-wise semisupervised fabric defect detection method combined with multitask mean teacher. IEEE Trans Instrum Meas 71:1\u201311. https:\/\/doi.org\/10.1109\/TIM.2022.3162286","journal-title":"IEEE Trans Instrum Meas"},{"issue":"5\u20136","key":"1363_CR12","doi-asserted-by":"publisher","first-page":"1178","DOI":"10.1177\/00405175221129654","volume":"93","author":"H Zhang","year":"2023","unstructured":"Zhang H, Qiao G, Lu S, Yao L, Chen X (2023) Attention-based feature fusion generative adversarial network for yarn-dyed fabric defect detection. Text Res J 93(5\u20136):1178\u20131195. https:\/\/doi.org\/10.1177\/00405175221129654","journal-title":"Textile Res J"},{"key":"1363_CR13","doi-asserted-by":"publisher","DOI":"10.1177\/00405175221148516","author":"Q Cao","year":"2023","unstructured":"Cao Q, Han Y, Xiao K (2023) Fabric defect detection based on low-rank decomposition with factor group-sparse regularizer. Text Res J. https:\/\/doi.org\/10.1177\/00405175221148516","journal-title":"Textile Res J"},{"key":"1363_CR14","doi-asserted-by":"publisher","DOI":"10.1007\/s00371-021-02148-9","author":"X Bao","year":"2022","unstructured":"Bao X, Liang J, Xia Y, Hou Z, Zhan H (2022) Low-rank decomposition fabric defect detection based on prior and total variation regularization. Vis Comput. https:\/\/doi.org\/10.1007\/s00371-021-02148-9","journal-title":"Vis Comput"},{"key":"1363_CR15","doi-asserted-by":"publisher","first-page":"608","DOI":"10.1016\/j.ins.2020.08.100","volume":"546","author":"B Shi","year":"2021","unstructured":"Shi B, Liang J, Di L, Chen C, Hou Z (2021) Fabric defect detection based on low-rank decomposition with structural constraints. Inf Sci 546:608\u2013626. https:\/\/doi.org\/10.1016\/j.ins.2020.08.100","journal-title":"Inf Sci"},{"key":"1363_CR16","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s00371-020-02040-y","volume":"24","author":"G Liu","year":"2021","unstructured":"Liu G, Li F (2021) Fabric defect detection based on low-rank decomposition with structural constraints. Vis Comput 24:1\u201315. https:\/\/doi.org\/10.1007\/s00371-020-02040-y","journal-title":"Vis Comput"},{"issue":"12","key":"1363_CR17","doi-asserted-by":"publisher","first-page":"8992","DOI":"10.1109\/TPAMI.2021.3122259","volume":"44","author":"PK Pokala","year":"2022","unstructured":"Pokala PK, Hemadri RV, Seelamantula CS (2022) Iteratively reweighted minimax-concave penalty minimization for accurate low-rank plus sparse matrix decomposition. IEEE Trans Pattern Anal Mach Intell 44(12):8992\u20139010. https:\/\/doi.org\/10.1109\/TPAMI.2021.3122259","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"4","key":"1363_CR18","doi-asserted-by":"publisher","first-page":"376","DOI":"10.1049\/iet-cvi.2018.5296","volume":"13","author":"C Jin","year":"2019","unstructured":"Jin C, Zhu J, Li Y, Pang S, Chen L, Wang J (2019) Multi-view registration based on weighted LRS matrix decomposition of motions. IET Comput Vis 13(4):376\u2013384. https:\/\/doi.org\/10.1049\/iet-cvi.2018.5296","journal-title":"IET Comput Vis"},{"key":"1363_CR19","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.cie.2023.109681","volume":"185","author":"S Zhao","year":"2023","unstructured":"Zhao S, Zhong RY, Wang J, Xu C, Zhang J (2023) Unsupervised fabric defects detection based on spatial domain saliency and features clustering. Comput Ind Eng 185. https:\/\/doi.org\/10.1016\/j.cie.2023.109681","journal-title":"Comput Ind Eng"},{"issue":"11","key":"1363_CR20","doi-asserted-by":"publisher","first-page":"2009","DOI":"10.3390\/electronics13112009","volume":"13","author":"S Mei","year":"2024","unstructured":"Mei S, Shi Y, Gao H, Tang L (2024) Research on fabric defect detection algorithm based on improved YOLOV8n algorithm. Electronics 13(11):2009","journal-title":"Electronics"},{"issue":"18","key":"1363_CR21","doi-asserted-by":"publisher","first-page":"10500","DOI":"10.3390\/app131810500","volume":"13","author":"L Li","year":"2023","unstructured":"Li L, Li Q, Liu Z, Xue L (2023) Effective fabric defect detection model for high-resolution images. Appl Sci 13(18):10500","journal-title":"Appl Sci"},{"key":"1363_CR22","doi-asserted-by":"publisher","first-page":"171","DOI":"10.48550\/arXiv.1010.2955","volume":"35","author":"G Liu","year":"2013","unstructured":"Liu G, Lin Z, Yan S, Sun J, Yu Y, Ma Y (2013) Robust recovery of subspace structures by low-rank representation. IEEE Trans Pattern Anal Mach Intell 35:171\u2013184. https:\/\/doi.org\/10.48550\/arXiv.1010.2955","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"1363_CR23","doi-asserted-by":"publisher","DOI":"10.1108\/IJCST-10-2015-0117","author":"J Cao","year":"1989","unstructured":"Cao J, Wang N, Zhang J, Wen Z, Li B (1989) Detection of varied defects in diverse fabric images via modified RPCA with noise term and defect prior. Int J Cloth Sci Technol. https:\/\/doi.org\/10.1108\/IJCST-10-2015-0117","journal-title":"Int J Cloth Sci Technol"},{"key":"1363_CR24","doi-asserted-by":"publisher","DOI":"10.1137\/080738970","author":"J Cai","year":"2010","unstructured":"Cai J, Cand Xe EJ, Shen Z (2010) A singular value thresholding algorithm for matrix completion. SIAM J Opt. https:\/\/doi.org\/10.1137\/080738970","journal-title":"SIAM J Opt"},{"key":"1363_CR25","doi-asserted-by":"publisher","DOI":"10.1007\/s10915-021-01679-6","author":"M Li","year":"2021","unstructured":"Li M, Li W, Chen Y, Xiao M (2021) The nonconvex tensor robust principal component analysis approximation model via the weighted $$l_{p}$$ -norm regularization. J Sci Comput. https:\/\/doi.org\/10.1007\/s10915-021-01679-6","journal-title":"J Sci Comput"},{"key":"1363_CR26","doi-asserted-by":"publisher","first-page":"108311","DOI":"10.1016\/J.PATCOG.2021.108311","volume":"122","author":"M Yang","year":"2022","unstructured":"Yang M, Luo Q, Li W, Xiao M (2022) Nonconvex 3D array image data recovery and pattern recognition under tensor framework. Pattern Recogn 122:108311. https:\/\/doi.org\/10.1016\/J.PATCOG.2021.108311","journal-title":"Pattern Recogn"}],"container-title":["Pattern Analysis and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10044-024-01363-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10044-024-01363-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10044-024-01363-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,11]],"date-time":"2025-02-11T20:10:24Z","timestamp":1739304624000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10044-024-01363-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12,6]]},"references-count":26,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2025,3]]}},"alternative-id":["1363"],"URL":"https:\/\/doi.org\/10.1007\/s10044-024-01363-z","relation":{},"ISSN":["1433-7541","1433-755X"],"issn-type":[{"value":"1433-7541","type":"print"},{"value":"1433-755X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,12,6]]},"assertion":[{"value":"9 July 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 October 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 December 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors have no relevant financial or non-financial interests to disclose.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"This article does not contain any studies with human and\/ or animal performed by any of authors.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval and consent to participate"}}],"article-number":"4"}}