{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T00:54:29Z","timestamp":1740099269767,"version":"3.37.3"},"publisher-location":"Cham","reference-count":27,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030033132"},{"type":"electronic","value":"9783030033149"}],"license":[{"start":{"date-parts":[[2018,12,12]],"date-time":"2018-12-12T00:00:00Z","timestamp":1544572800000},"content-version":"tdm","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":[[2019]]},"DOI":"10.1007\/978-3-030-03314-9_37","type":"book-chapter","created":{"date-parts":[[2018,12,12]],"date-time":"2018-12-12T01:23:41Z","timestamp":1544577821000},"page":"433-444","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Region Based Approach for Binarization of Degraded Document Images"],"prefix":"10.1007","author":[{"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":[[2018,12,12]]},"reference":[{"issue":"2","key":"37_CR1","doi-asserted-by":"crossref","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)","journal-title":"J. Graph. Tools"},{"issue":"4","key":"37_CR2","doi-asserted-by":"crossref","first-page":"1518","DOI":"10.1016\/j.patcog.2009.10.016","volume":"43","author":"CH Chou","year":"2010","unstructured":"Chou, C.H., Lin, W.H., Chang, F.: A binarization method with learning-built rules for document images produced by cameras. Pattern Recognit. 43(4), 1518\u20131530 (2010)","journal-title":"Pattern Recognit."},{"key":"37_CR3","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 of the Annual Joint Conference on Digital Libraries, pp. 255\u2013258 (2010)","DOI":"10.1145\/1816123.1816161"},{"key":"37_CR4","unstructured":"Feng, M.L., Tan, Y.P.: Adaptive binarization method for document image analysis. In: Proceedings of the 2004 IEEE International Conference on Multimedia and Expo (ICME), vol. 1, pp. 339\u2013342, June 2004"},{"issue":"3","key":"37_CR5","doi-asserted-by":"crossref","first-page":"317","DOI":"10.1016\/j.patcog.2005.09.010","volume":"39","author":"B Gatos","year":"2006","unstructured":"Gatos, B., Pratikakis, I., Perantonis, S.: Adaptive degraded document image binarization. Pattern Recognit. 39(3), 317\u2013327 (2006)","journal-title":"Pattern Recognit."},{"issue":"3","key":"37_CR6","doi-asserted-by":"crossref","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)","journal-title":"Comput. Vis. Graph. Image Process."},{"key":"37_CR7","doi-asserted-by":"crossref","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. 7247, pp. 7247\u20137247-9 (2009)","DOI":"10.1117\/12.805827"},{"key":"37_CR8","unstructured":"Kulyukin, V., Kutiyanawala, A., Zaman, T.: Eyes-free barcode detection on smartphones with Niblack\u2019s binarization and Support Vector Machines. In: Proceedings of the 16th International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV 2012) at the World Congress in Computer Science, Computer Engineering, and Applied Computing WORLDCOMP, vol. 1, pp. 284\u2013290. CSREA Press, July 2012"},{"key":"37_CR9","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"382","DOI":"10.1007\/978-3-319-11331-9_46","volume-title":"Computer Vision and Graphics","author":"P Lech","year":"2014","unstructured":"Lech, P., Okarma, K.: Fast histogram based image binarization using the Monte Carlo threshold estimation. In: Chmielewski, L.J., Kozera, R., Shin, B.S., Wojciechowski, K. (eds.) Computer Vision and Graphics. Lecture Notes in Computer Science, vol. 8671, pp. 382\u2013390. Springer, Cham (2014)"},{"issue":"4","key":"37_CR10","doi-asserted-by":"crossref","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)","journal-title":"Elektronika Ir Elektrotechnika"},{"issue":"6","key":"37_CR11","doi-asserted-by":"crossref","first-page":"62","DOI":"10.5755\/j01.eie.21.6.13764","volume":"21","author":"P Lech","year":"2015","unstructured":"Lech, P., Okarma, K.: Prediction of the optical character recognition accuracy based on the combined assessment of image binarization results. Elektronika Ir Elektrotechnika 21(6), 62\u201365 (2015)","journal-title":"Elektronika Ir Elektrotechnika"},{"key":"37_CR12","doi-asserted-by":"crossref","unstructured":"Leedham, G., Yan, C., Takru, K., Tan, J.H.N., Mian, L.: Comparison of some thresholding algorithms for text\/background segmentation in difficult document images. In: Proceedings of the 7th International Conference on Document Analysis and Recognition, ICDAR 2003, pp. 859\u2013864, August 2003","DOI":"10.1109\/ICDAR.2003.1227784"},{"key":"37_CR13","series-title":"Advances in Intelligent Systems and Computing","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1007\/978-3-319-91189-2_9","volume-title":"Artificial Intelligence and Algorithms in Intelligent Systems","author":"H Michalak","year":"2019","unstructured":"Michalak, H., Okarma, K.: Fast adaptive image binarization using the region based approach. In: Silhavy, R. (ed.) Artificial Intelligence and Algorithms in Intelligent Systems. Advances in Intelligent Systems and Computing, vol. 764, pp. 79\u201390. Springer, Cham (2019)"},{"issue":"6","key":"37_CR14","doi-asserted-by":"crossref","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 Recognit. 45(6), 2419\u20132431 (2012)","journal-title":"Pattern Recognit."},{"key":"37_CR15","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":"3","key":"37_CR16","doi-asserted-by":"crossref","first-page":"58","DOI":"10.5755\/j01.eee.21.3.10397","volume":"21","author":"K Okarma","year":"2015","unstructured":"Okarma, K., Lech, P.: Fast statistical image binarization of colour images for the recognition of the QR codes. Elektronika Ir Elektrotechnika 21(3), 58\u201361 (2015)","journal-title":"Elektronika Ir Elektrotechnika"},{"issue":"1","key":"37_CR17","doi-asserted-by":"crossref","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)","journal-title":"IEEE Trans. Syst. Man Cybern."},{"key":"37_CR18","unstructured":"Pratikakis, I., Zagoris, K., Barlas, G., Gatos, B.: ICDAR 2017 Document Image Binarization COmpetition (DIBCO 2017) (2017). https:\/\/vc.ee.duth.gr\/dibco2017\/"},{"issue":"11","key":"37_CR19","doi-asserted-by":"crossref","first-page":"2083","DOI":"10.1016\/S0031-3203(00)00136-9","volume":"34","author":"PL Rosin","year":"2001","unstructured":"Rosin, P.L.: Unimodal thresholding. Pattern Recognit. 34(11), 2083\u20132096 (2001)","journal-title":"Pattern Recognit."},{"issue":"3","key":"37_CR20","doi-asserted-by":"crossref","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 Recognit. Image Anal. 26(3), 548\u2013551 (2016)","journal-title":"Pattern Recognit. Image Anal."},{"issue":"2","key":"37_CR21","doi-asserted-by":"crossref","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 Recognit. 33(2), 225\u2013236 (2000)","journal-title":"Pattern Recognit."},{"key":"37_CR22","doi-asserted-by":"crossref","unstructured":"Saxena, L.P.: Niblack\u2019s binarization method and its modifications to real-time applications: a review. Artif. Intell. Rev., 1\u201333 (2017)","DOI":"10.1007\/s10462-017-9574-2"},{"key":"37_CR23","doi-asserted-by":"crossref","unstructured":"Shrivastava, A., Srivastava, D.K.: A review on pixel-based binarization of gray images. Advances in Intelligent Systems and Computing, vol. 439, pp. 357\u2013364. Springer, Singapore (2016)","DOI":"10.1007\/978-981-10-0755-2_38"},{"issue":"4","key":"37_CR24","doi-asserted-by":"crossref","first-page":"1408","DOI":"10.1109\/TIP.2012.2231089","volume":"22","author":"B Su","year":"2013","unstructured":"Su, B., Lu, S., Tan, C.L.: Robust document image binarization technique for degraded document images. IEEE Trans. Image Process. 22(4), 1408\u20131417 (2013)","journal-title":"IEEE Trans. Image Process."},{"issue":"6","key":"37_CR25","doi-asserted-by":"crossref","first-page":"1670","DOI":"10.1016\/j.patcog.2012.11.027","volume":"46","author":"J Wen","year":"2013","unstructured":"Wen, J., Li, S., Sun, J.: A new binarization method for non-uniform illuminated document images. Pattern Recognit. 46(6), 1670\u20131690 (2013)","journal-title":"Pattern Recognit."},{"issue":"4","key":"37_CR26","first-page":"309","volume":"6","author":"C Wolf","year":"2004","unstructured":"Wolf, C., Jolion, J.M.: Extraction and recognition of artificial text in multimedia documents. Form. Pattern Anal. Appl. 6(4), 309\u2013326 (2004)","journal-title":"Form. Pattern Anal. Appl."},{"issue":"3","key":"37_CR27","doi-asserted-by":"crossref","first-page":"491","DOI":"10.4218\/etrij.13.0112.0545","volume":"35","author":"Y Yoon","year":"2013","unstructured":"Yoon, Y., Ban, K.D., Yoon, H., Lee, J., Kim, J.: Best combination of binarization methods for license plate character segmentation. ETRI J. 35(3), 491\u2013500 (2013)","journal-title":"ETRI J."}],"container-title":["Advances in Intelligent Systems and Computing","Advances in Soft and Hard Computing"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-03314-9_37","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,8]],"date-time":"2022-09-08T01:19:52Z","timestamp":1662599992000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-03314-9_37"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,12,12]]},"ISBN":["9783030033132","9783030033149"],"references-count":27,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-03314-9_37","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2018,12,12]]},"assertion":[{"value":"ACS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Multi-Conference on Advanced Computer Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Mi\u0119dzyzdroje","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Poland","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"24 September 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 September 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"acs2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/acs.zut.edu.pl","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}