{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T02:14:22Z","timestamp":1742955262258,"version":"3.40.3"},"publisher-location":"Cham","reference-count":26,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030509354"},{"type":"electronic","value":"9783030509361"}],"license":[{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020]]},"DOI":"10.1007\/978-3-030-50936-1_65","type":"book-chapter","created":{"date-parts":[[2020,6,24]],"date-time":"2020-06-24T05:03:00Z","timestamp":1592974980000},"page":"773-784","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Application of Multi-layered Thresholding Based on Stack of Regions for Unevenly Illuminated Industrial Images"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4888-4303","authenticated-orcid":false,"given":"Hubert","family":"Michalak","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6721-3241","authenticated-orcid":false,"given":"Krzysztof","family":"Okarma","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,6,24]]},"reference":[{"key":"65_CR1","unstructured":"Bernsen, J.: Dynamic thresholding of grey-level images. In: Proceedings 8th Interenational Conference on Pattern Recognition (ICPR), pp. 1251\u20131255 (1986)"},{"issue":"2","key":"65_CR2","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1080\/2151237X.2007.10129236","volume":"12","author":"D Bradley","year":"2007","unstructured":"Bradley, D., Roth, G.: Adaptive thresholding using the integral image. J. Graph. Tools 12(2), 13\u201321 (2007). \nhttps:\/\/doi.org\/10.1080\/2151237X.2007.10129236","journal-title":"J. Graph. Tools"},{"key":"65_CR3","doi-asserted-by":"publisher","unstructured":"Chaki, N., Shaikh, S.H., Saeed, K.: Exploring image binarization techniques. In: Studies in Computational Intelligence, vol.\u00a0560. Springer, New Delhi (2014). \nhttps:\/\/doi.org\/10.1007\/978-81-322-1907-1","DOI":"10.1007\/978-81-322-1907-1"},{"key":"65_CR4","doi-asserted-by":"crossref","unstructured":"Deng, F., Wu, Z., Lu, Z., Brown, M.S.: BinarizationShop: a user assisted software suite for converting old documents to black-and-white. In: Proceedings Annual Joint Conference on Digital Libraries, pp. 255\u2013258 (2010)","DOI":"10.1145\/1816123.1816161"},{"key":"65_CR5","doi-asserted-by":"publisher","unstructured":"Feng, M.L., Tan, Y.P.: Adaptive binarization method for document image analysis. In: Proceedings 2004 IEEE International Conference on Multimedia and Expo (ICME), vol.\u00a01, pp. 339\u2013342 (2004). \nhttps:\/\/doi.org\/10.1109\/ICME.2004.1394198","DOI":"10.1109\/ICME.2004.1394198"},{"issue":"3","key":"65_CR6","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1016\/0734-189X(85)90125-2","volume":"29","author":"J Kapur","year":"1985","unstructured":"Kapur, J., Sahoo, P., Wong, A.: A new method for gray-level picture thresholding using the entropy of the histogram. Comput. Vis. Graph. Image Process. 29(3), 273\u2013285 (1985). \nhttps:\/\/doi.org\/10.1016\/0734-189X(85)90125-2","journal-title":"Comput. Vis. Graph. Image Process."},{"key":"65_CR7","doi-asserted-by":"publisher","unstructured":"Khurshid, K., Siddiqi, I., Faure, C., Vincent, N.: Comparison of Niblack inspired binarization methods for ancient documents. In: Document Recognition and Retrieval XVI, vol.\u00a07247, pp. 7247\u20137247\u20139 (2009). \nhttps:\/\/doi.org\/10.1117\/12.805827","DOI":"10.1117\/12.805827"},{"issue":"1","key":"65_CR8","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1016\/0031-3203(86)90030-0","volume":"19","author":"J Kittler","year":"1986","unstructured":"Kittler, J., Illingworth, J.: Minimum error thresholding. Pattern Recogn. 19(1), 41\u201347 (1986). \nhttps:\/\/doi.org\/10.1016\/0031-3203(86)90030-0","journal-title":"Pattern Recogn."},{"key":"65_CR9","doi-asserted-by":"publisher","unstructured":"Krupi\u0144ski, R., Lech, P., Tec\u0142aw, M., Okarma, K.: Binarization of degraded document images with Generalized Gaussian Distribution. In: Rodrigues, J.M.F.E. (ed.) Computational Science \u2013 ICCS 2019. Lecture Notes in Computer Science, vol. 11540, pp. 177\u2013190. Springer (2019). \nhttps:\/\/doi.org\/10.1007\/978-3-030-22750-0_14","DOI":"10.1007\/978-3-030-22750-0_14"},{"key":"65_CR10","unstructured":"Kulyukin, V., Kutiyanawala, A., Zaman, T.: Eyes-free barcode detection on smartphones with Niblack\u2019s binarization and Support Vector Machines. In: Proceedings 16th International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV 2012), vol.\u00a01, pp. 284\u2013290. CSREA Press (2012)"},{"key":"65_CR11","unstructured":"Lam, O., Dayoub, F., Schulz, R., Corke, P.: Text recognition approaches for indoor robotics: a comparison. In: Proceedings of Australasian Conference on Robotics and Automation (ACRA), Melbourne, Australia (2014). Paper no. 138"},{"issue":"4","key":"65_CR12","doi-asserted-by":"publisher","first-page":"63","DOI":"10.5755\/j01.eee.20.4.6887","volume":"20","author":"P Lech","year":"2014","unstructured":"Lech, P., Okarma, K.: Optimization of the fast image binarization method based on the Monte Carlo approach. Elektronika Ir Elektrotechnika 20(4), 63\u201366 (2014). \nhttps:\/\/doi.org\/10.5755\/j01.eee.20.4.6887","journal-title":"Elektronika Ir Elektrotechnika"},{"issue":"1","key":"65_CR13","doi-asserted-by":"publisher","first-page":"71","DOI":"10.15199\/48.2015.02.1","volume":"91","author":"P Lech","year":"2015","unstructured":"Lech, P., Okarma, K., Wojnar, D.: Binarization of document images using the modified local-global Otsu and Kapur algorithms. Przegl\u0105d Elektrotechniczny 91(1), 71\u201374 (2015). \nhttps:\/\/doi.org\/10.15199\/48.2015.02.1","journal-title":"Przegl\u0105d Elektrotechniczny"},{"key":"65_CR14","doi-asserted-by":"publisher","unstructured":"Michalak, H., Okarma, K.: Region based adaptive binarization for optical character recognition purposes. In: Proceedings of International Interdisciplinary PhD Workshop (IIPhDW), pp. 361\u2013366. \u015awinouj\u015bcie, Poland (2018). \nhttps:\/\/doi.org\/10.1109\/IIPHDW.2018.8388391","DOI":"10.1109\/IIPHDW.2018.8388391"},{"key":"65_CR15","doi-asserted-by":"publisher","unstructured":"Michalak, H., Okarma, K.: Adaptive image binarization based on multi-layered stack of regions. In: Vento, M., Percannella, G. (eds.) Computer Analysis of Images and Patterns. Lecture Notes in Computer Science, vol. 11679, pp. 281\u2013293. Springer, Cham (2019). \nhttps:\/\/doi.org\/10.1007\/978-3-030-29891-3_25","DOI":"10.1007\/978-3-030-29891-3_25"},{"issue":"6","key":"65_CR16","doi-asserted-by":"publisher","first-page":"627","DOI":"10.3217\/jucs-025-06-0627","volume":"25","author":"H Michalak","year":"2019","unstructured":"Michalak, H., Okarma, K.: Fast binarization of unevenly illuminated document images based on background estimation for optical character recognition purposes. J. Univ. Comput. Sci. 25(6), 627\u2013646 (2019). \nhttps:\/\/doi.org\/10.3217\/jucs-025-06-0627","journal-title":"J. Univ. Comput. Sci."},{"issue":"6","key":"65_CR17","doi-asserted-by":"publisher","first-page":"2419","DOI":"10.1016\/j.patcog.2011.12.013","volume":"45","author":"RF Moghaddam","year":"2012","unstructured":"Moghaddam, R.F., Cheriet, M.: AdOtsu: an adaptive and parameterless generalization of Otsu\u2019s method for document image binarization. Pattern Recogn. 45(6), 2419\u20132431 (2012). \nhttps:\/\/doi.org\/10.1016\/j.patcog.2011.12.013","journal-title":"Pattern Recogn."},{"key":"65_CR18","volume-title":"An Introduction to Digital Image Processing","author":"W Niblack","year":"1986","unstructured":"Niblack, W.: An Introduction to Digital Image Processing. Prentice Hall, Englewood Cliffs (1986)"},{"issue":"2","key":"65_CR19","doi-asserted-by":"publisher","first-page":"595","DOI":"10.1109\/TIP.2012.2219550","volume":"22","author":"K Ntirogiannis","year":"2013","unstructured":"Ntirogiannis, K., Gatos, B., Pratikakis, I.: Performance evaluation methodology for historical document image binarization. IEEE Trans. Image Process. 22(2), 595\u2013609 (2013). \nhttps:\/\/doi.org\/10.1109\/TIP.2012.2219550","journal-title":"IEEE Trans. Image Process."},{"issue":"1","key":"65_CR20","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1109\/TSMC.1979.4310076","volume":"9","author":"N Otsu","year":"1979","unstructured":"Otsu, N.: A threshold selection method from gray-level histograms. IEEE Trans. Syst. Man Cybern. 9(1), 62\u201366 (1979). \nhttps:\/\/doi.org\/10.1109\/TSMC.1979.4310076","journal-title":"IEEE Trans. Syst. Man Cybern."},{"key":"65_CR21","doi-asserted-by":"publisher","unstructured":"Pratikakis, I., Zagoris, K., Kaddas, P., Gatos, B.: ICFHR 2018 Competition on Handwritten Document Image Binarization (H-DIBCO 2018). In: 2018 16th International Conference on Frontiers in Handwriting Recognition (ICFHR), pp. 489\u2013493 (2018). \nhttps:\/\/doi.org\/10.1109\/ICFHR-2018.2018.00091","DOI":"10.1109\/ICFHR-2018.2018.00091"},{"issue":"3","key":"65_CR22","doi-asserted-by":"publisher","first-page":"548","DOI":"10.1134\/S1054661816030020","volume":"26","author":"OA Samorodova","year":"2016","unstructured":"Samorodova, O.A., Samorodov, A.V.: Fast implementation of the Niblack binarization algorithm for microscope image segmentation. Pattern Recogn. Image Anal. 26(3), 548\u2013551 (2016). \nhttps:\/\/doi.org\/10.1134\/S1054661816030020","journal-title":"Pattern Recogn. Image Anal."},{"issue":"2","key":"65_CR23","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1016\/S0031-3203(99)00055-2","volume":"33","author":"J Sauvola","year":"2000","unstructured":"Sauvola, J., Pietik\u00e4inen, M.: Adaptive document image binarization. Pattern Recogn. 33(2), 225\u2013236 (2000). \nhttps:\/\/doi.org\/10.1016\/S0031-3203(99)00055-2","journal-title":"Pattern Recogn."},{"issue":"4","key":"65_CR24","doi-asserted-by":"publisher","first-page":"673","DOI":"10.1007\/s10462-017-9574-2","volume":"51","author":"LP Saxena","year":"2019","unstructured":"Saxena, L.P.: Niblack\u2019s binarization method and its modifications to real-time applications: a review. Artif. Intell. Rev. 51(4), 673\u2013705 (2019). \nhttps:\/\/doi.org\/10.1007\/s10462-017-9574-2","journal-title":"Artif. Intell. Rev."},{"key":"65_CR25","doi-asserted-by":"publisher","unstructured":"Tensmeyer, C., Martinez, T.: Document image binarization with fully convolutional neural networks. In: 14th IAPR International Conference on Document Analysis and Recognition, ICDAR 2017, Kyoto, Japan, 9\u201315 November 2017, pp. 99\u2013104 (2017). \nhttps:\/\/doi.org\/10.1109\/ICDAR.2017.25","DOI":"10.1109\/ICDAR.2017.25"},{"issue":"4","key":"65_CR26","doi-asserted-by":"publisher","first-page":"309","DOI":"10.1007\/s10044-003-0197-7","volume":"6","author":"C Wolf","year":"2004","unstructured":"Wolf, C., Jolion, J.M.: Extraction and recognition of artificial text in multimedia documents. Formal Pattern Anal. Appl. 6(4), 309\u2013326 (2004). \nhttps:\/\/doi.org\/10.1007\/s10044-003-0197-7","journal-title":"Formal Pattern Anal. Appl."}],"container-title":["Advances in Intelligent Systems and Computing","Advanced, Contemporary Control"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-50936-1_65","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,10,10]],"date-time":"2020-10-10T04:14:37Z","timestamp":1602303277000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-50936-1_65"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020]]},"ISBN":["9783030509354","9783030509361"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-50936-1_65","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2020]]},"assertion":[{"value":"24 June 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}