An analysis of the transition proportion for binarization in handwritten historical documents |
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Authors: | Marte A. Ramí rez-Ortegó n,Lilia L. Ramí rez-Ramí rez,Volker Mä rgner,Ines Ben Messaoud,Erik Cuevas,Raú l Rojas |
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Affiliation: | 1. División Académica de Ciencias Básicas, UJAT, Apartado Postal 24, 86690 Cunduacán, Mexico;2. Institut für Nachrichtentechnik, Technische Universität Braunschweig, Schleinitzstraße 22, 38106 Braunschweig, Germany;3. Laboratoire des Systèmes et Traitement de Signal, LTS Ecole Nationale d?Ingénieurs de Tunis, ENIT Tunis, Tunisia;4. Institut für Informatik, Freie Universität Berlin, Takustr. 7, 14195 Berlin, Germany;5. Instituto Tecnológico Autónomo de México (ITAM), Rio Hondo No 1. Col. Progreso Tizapán, D.F., Mexico;6. Departamento de Ciencias Computacionales, Universidad de Guadalajara, Av. Revolución, 1500 Guadalajara, Mexico |
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Abstract: | In this paper, we will present a mathematical analysis of the transition proportion for the normal threshold (NorT) based on the transition method. The transition proportion is a parameter of NorT which plays an important role in the theoretical development of NorT. We will study the mathematical forms of the quadratic equation from which NorT is computed. Through this analysis, we will describe how the transition proportion affects NorT. Then, we will prove that NorT is robust to inaccurate estimations of the transition proportion. Furthermore, our analysis extends to thresholding methods that rely on Bayes rule, and it also gives the mathematical bases for potential applications of the transition proportion as a feature to estimate stroke width and detect regions of interest. In the majority of our experiments, we used a database composed of small images that were extracted from DIBCO 2009 and H-DIBCO 2010 benchmarks. However, we also report evaluations using the original (H-)DIBCO?s benchmarks. |
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Keywords: | Historical documents Threshold Thresholding Binarization Transition method Transition pixel Normal Lognormal Minimum error rate Otsu Bayes? theory |
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