{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,5]],"date-time":"2026-07-05T10:25:57Z","timestamp":1783247157875,"version":"3.54.6"},"reference-count":38,"publisher":"Springer Science and Business Media LLC","issue":"18","license":[{"start":{"date-parts":[[2023,11,17]],"date-time":"2023-11-17T00:00:00Z","timestamp":1700179200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,11,17]],"date-time":"2023-11-17T00:00:00Z","timestamp":1700179200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"DOI":"10.1007\/s11042-023-17476-2","type":"journal-article","created":{"date-parts":[[2023,11,17]],"date-time":"2023-11-17T09:02:44Z","timestamp":1700211764000},"page":"55509-55525","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Doc-Attentive-GAN: attentive GAN for historical document denoising"],"prefix":"10.1007","volume":"83","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3595-005X","authenticated-orcid":false,"given":"Hala","family":"Neji","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mohamed","family":"Ben Halima","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Javier","family":"Nogueras-Iso","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tarek M.","family":"Hamdani","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Javier","family":"Lacasta","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Habib","family":"Chabchoub","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Adel M.","family":"Alimi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2023,11,17]]},"reference":[{"key":"17476_CR1","doi-asserted-by":"crossref","unstructured":"Bag S, Bhowmick P (2015) Adaptive-interpolative binarization with stroke preservation for restoration of faint characters in degraded documents. J Vis Commun & Image Represent 31:266\u2013281","DOI":"10.1016\/j.jvcir.2015.07.003"},{"key":"17476_CR2","doi-asserted-by":"crossref","unstructured":"Cao J, Zhang Z, Zhao A, Cui H, Zhang Q (2020) Ancient mural restoration based on a modified generative adversarial network. Herit Sci 8(1):7","DOI":"10.1186\/s40494-020-0355-x"},{"key":"17476_CR3","doi-asserted-by":"crossref","unstructured":"Cao Z, Niu S, Zhang J, Wang X (2019) Fast generative adversarial networks model for masked image restoration. IET Image Process 13(7):1124\u20131129","DOI":"10.1049\/iet-ipr.2018.5592"},{"key":"17476_CR4","doi-asserted-by":"crossref","unstructured":"Chen Y, Leedham G (2005) Decompose algorithm for thresholding degraded historical document images. IEE Proc-Vis, Image & Signal Process 152(6):702\u2013714","DOI":"10.1049\/ip-vis:20045054"},{"key":"17476_CR5","unstructured":"Conway P, Chapman S, Kenney AR (1999) Digital imaging and preservation microfilming: the future of the hybrid approach for the preservation of brittle books."},{"key":"17476_CR6","unstructured":"Dale RL (2003) Rlg guidelines for microfilming to support digitization"},{"key":"17476_CR7","doi-asserted-by":"crossref","unstructured":"De R, Chakraborty A, Sarkar R (2020) Document image binarization using dual discriminator generative adversarial networks. IEEE Signal Process Lett 27:1090\u20131094","DOI":"10.1109\/LSP.2020.3003828"},{"key":"17476_CR8","doi-asserted-by":"crossref","unstructured":"Deng J, Dong W, Socher R, Li LJ, Li K, Fei-Fei L (2009) Imagenet: a large-scale hierarchical image database. In: IEEE Conf Comput Vis Pattern Recognit, pp 248\u2013255. IEEE","DOI":"10.1109\/CVPR.2009.5206848"},{"key":"17476_CR9","doi-asserted-by":"crossref","unstructured":"D\u00edaz-Corona D, Lacasta J, Latre M\u00c1, Zarazaga-Soria FJ, Nogueras-Iso J (2019) Profiling of knowledge organisation systems for the annotation of linked data cultural resources. Inf Syst 84:17\u201328","DOI":"10.1016\/j.is.2019.04.008"},{"key":"17476_CR10","doi-asserted-by":"crossref","unstructured":"Gatos B, Ntirogiannis K, Pratikakis I (2009) ICDAR 2009 document image binarization contest (DIBCO 2009). In: 10th international conference on document analysis and recognition. IEEE 1375\u20131382","DOI":"10.1109\/ICDAR.2009.246"},{"key":"17476_CR11","doi-asserted-by":"crossref","unstructured":"Guo J, He C, Zhang X (2019) Nonlinear edge-preserving diffusion with adaptive source for document images binarization. Appl Math Comput 351:8\u201322","DOI":"10.1016\/j.amc.2019.01.021"},{"key":"17476_CR12","doi-asserted-by":"crossref","unstructured":"Gupta A, Gutierrez-Osuna R, Christy M, Capitanu B, Auvil L, Grumbach L, Furuta R, Mandell L (2015) Automatic assessment of ocr quality in historical documents. pp 1735\u20131741","DOI":"10.1609\/aaai.v29i1.9487"},{"key":"17476_CR13","unstructured":"Haebler K (1905-1924) Typenrepertorium der Wiegendrucke, 5 vols. Verlag von Rudolf Haupt, Leipzig"},{"key":"17476_CR14","doi-asserted-by":"crossref","unstructured":"He S, Schomaker L (2019) Deepotsu: document enhancement and binarization using iterative deep learning. Pattern Recognit 91:379\u2013390","DOI":"10.1016\/j.patcog.2019.01.025"},{"key":"17476_CR15","doi-asserted-by":"crossref","unstructured":"Hedjam R, Cheriet M (2013) Historical document image restoration using multispectral imaging system. Pattern Recognit 46(8):2297\u20132312","DOI":"10.1016\/j.patcog.2012.12.015"},{"issue":"3","key":"17476_CR16","doi-asserted-by":"publisher","first-page":"247","DOI":"10.1007\/s10032-012-0192-x","volume":"16","author":"NR Howe","year":"2013","unstructured":"Howe NR (2013) Document binarization with automatic parameter tuning. Int J Doc Anal Recognit (IJDAR) 16(3):247\u2013258","journal-title":"Int J Doc Anal Recognit (IJDAR)"},{"key":"17476_CR17","doi-asserted-by":"crossref","unstructured":"Kang S, Iwana BK, Uchida S (2021) Complex image processing with less data-document image binarization by integrating multiple pre-trained u-net modules. Pattern Recognit 109:107577","DOI":"10.1016\/j.patcog.2020.107577"},{"key":"17476_CR18","doi-asserted-by":"crossref","unstructured":"Khamekhem Jemni S, Souibgui MA, Kessentini Y, Forn\u00e9s A (2022) Enhance to read better: a multi-task adversarial network for handwritten document image enhancement. Pattern Recognit 123:108370","DOI":"10.1016\/j.patcog.2021.108370"},{"key":"17476_CR19","doi-asserted-by":"crossref","unstructured":"Lins RD, Banergee S, Thielo M (2010) Automatically detecting and classifying noises in document images. In: proceedings of the 2010 ACM symposium on applied computing, pp 33\u201339","DOI":"10.1145\/1774088.1774096"},{"key":"17476_CR20","doi-asserted-by":"crossref","unstructured":"Ma R, Zhang B, Hu H (2020) Gaussian pyramid of conditional generative adversarial network for real-world noisy image denoising. Neural Process Lett 51:2669\u20132684","DOI":"10.1007\/s11063-020-10215-w"},{"key":"17476_CR21","doi-asserted-by":"crossref","unstructured":"Nafchi HZ, Moghaddam RF, Cheriet M (2014) Phase-based binarization of ancient document images: model and applications. IEEE Trans Image Process 23(7):2916\u20132930","DOI":"10.1109\/TIP.2014.2322451"},{"issue":"5","key":"17476_CR22","doi-asserted-by":"publisher","first-page":"1171","DOI":"10.1016\/j.jvcir.2014.04.002","volume":"25","author":"A Namane","year":"2014","unstructured":"Namane A, Guessoum A, Soubari EH, Meyrueis P (2014) CSM neural network for degraded printed character optical recognition. J Vis Commun Image Represent 25(5):1171\u20131186","journal-title":"J Vis Commun Image Represent"},{"key":"17476_CR23","doi-asserted-by":"crossref","unstructured":"Ntirogiannis K, Gatos B, Pratikakis I (2012) Performance evaluation methodology for historical document image binarization. IEEE Trans Image Process 22(2):595\u2013609","DOI":"10.1109\/TIP.2012.2219550"},{"key":"17476_CR24","doi-asserted-by":"crossref","unstructured":"Ntirogiannis K, Gatos B, Pratikakis I (2014) ICFHR 2014 competition on handwritten document image binarization (H-DIBCO 2014). In: 2014 14th international conference on frontiers in handwriting recognition. IEEE\u00a0809\u2013813","DOI":"10.1109\/ICFHR.2014.141"},{"key":"17476_CR25","doi-asserted-by":"crossref","unstructured":"Otsu N (1979) A threshold selection method from gray-level histograms. IEEE Trans Syst Man Cybern 9(1):62\u201366","DOI":"10.1109\/TSMC.1979.4310076"},{"key":"17476_CR26","doi-asserted-by":"crossref","unstructured":"Qian R, Tan RT, Yang W, Su J, Liu J (2018) Attentive generative adversarial network for raindrop removal from a single image. In: proceedings of the IEEE conference on computer vision and pattern recognition, pp 2482\u20132491","DOI":"10.1109\/CVPR.2018.00263"},{"key":"17476_CR27","doi-asserted-by":"crossref","unstructured":"Sauvola J, Pietik\u00e4inen M (2000) Adaptive document image binarization. Pattern recognit 33(2):225\u2013236","DOI":"10.1016\/S0031-3203(99)00055-2"},{"key":"17476_CR28","doi-asserted-by":"crossref","unstructured":"Souibgui MA, Biswas S, Mafla A, Biten AF, Forn\u00e9s A, Kessentini Y, Llad\u00f3s J, Gomez L, Karatzas D (2023) Text-DIAE: a self-supervised degradation invariant autoencoder for text recognition and document enhancement. In: proceedings of the AAAI conference on artificial intelligence, vol 37, pp 2330\u20132338","DOI":"10.1609\/aaai.v37i2.25328"},{"key":"17476_CR29","unstructured":"Souibgui MA, Kessentini Y (2020) De-gan: a conditional generative adversarial network for document enhancement. IEEE transactions on pattern analysis and machine intelligence"},{"key":"17476_CR30","doi-asserted-by":"crossref","unstructured":"Springmann U, Najock D, Morgenroth H, Schmid H, Gotscharek A, Fink F (2014) OCR of historical printings of latin texts: problems, prospects, progress. In: proceedings of the first international conference on digital access to textual cultural heritage, pp 71\u201375","DOI":"10.1145\/2595188.2595205"},{"key":"17476_CR31","unstructured":"Staatbibliothek zu Berlin (2023) Web site of Typenrepertorium der Wiegendrucke (TW) at Staatbibliothek zu Berlin. https:\/\/tw.staatsbibliothek-berlin.de\/. Accessed 26 Oct 2023"},{"key":"17476_CR32","doi-asserted-by":"crossref","unstructured":"Sun B, Li S, Zhang XP, Sun J (2016) Blind bleed-through removal for scanned historical document image with conditional random fields. IEEE Trans Image Process 25(12):5702\u20135712","DOI":"10.1109\/TIP.2016.2614133"},{"key":"17476_CR33","doi-asserted-by":"crossref","unstructured":"Tan CL, Liu QH (2003) Extraction of newspaper headlines from microfilm for automatic indexing. Doc Anal & Recognit 6(3):201\u2013210","DOI":"10.1007\/s10032-003-0111-2"},{"key":"17476_CR34","doi-asserted-by":"crossref","unstructured":"Vo QN, Kim SH, Yang HJ, Lee G (2018) Binarization of degraded document images based on hierarchical deep supervised network. Pattern Recognit 74:568\u2013586","DOI":"10.1016\/j.patcog.2017.08.025"},{"key":"17476_CR35","doi-asserted-by":"crossref","unstructured":"Wang Z, Bovik AC (2009) Mean squared error: Love it or leave it? a new look at signal fidelity measures. IEEE Signal Proc Mag 26(1):98\u2013117","DOI":"10.1109\/MSP.2008.930649"},{"key":"17476_CR36","doi-asserted-by":"crossref","unstructured":"Wang Z, Bovik AC, Sheikh HR, Simoncelli EP (2004) Image quality assessment: from error visibility to structural similarity. IEEE Trans Image Process 13(4):600\u2013612","DOI":"10.1109\/TIP.2003.819861"},{"key":"17476_CR37","doi-asserted-by":"publisher","first-page":"324","DOI":"10.1016\/j.jvcir.2016.10.012","volume":"41","author":"MR Yagoubi","year":"2016","unstructured":"Yagoubi MR, Serir A, Beghdadi A (2016) Joint enhancement-compression of handwritten document images through DJVU encoder. J Vis Commun Image Represent 41:324\u2013338","journal-title":"J Vis Commun Image Represent"},{"key":"17476_CR38","doi-asserted-by":"crossref","unstructured":"Zhao J, Shi C, Jia F, Wang Y, Xiao B (2019) Document image binarization with cascaded generators of conditional generative adversarial networks. Pattern Recognit 96:106968","DOI":"10.1016\/j.patcog.2019.106968"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-023-17476-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11042-023-17476-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-023-17476-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,5,15]],"date-time":"2024-05-15T10:11:51Z","timestamp":1715767911000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11042-023-17476-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,11,17]]},"references-count":38,"journal-issue":{"issue":"18","published-online":{"date-parts":[[2024,5]]}},"alternative-id":["17476"],"URL":"https:\/\/doi.org\/10.1007\/s11042-023-17476-2","relation":{},"ISSN":["1573-7721"],"issn-type":[{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,11,17]]},"assertion":[{"value":"11 February 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"31 July 2023","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 October 2023","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 November 2023","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no competing financial interests or personal relationships that could have influenced the work reported in this paper.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflicts of interest"}}]}}