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An Improved Skew Angle Detection and Correction Technique for Historical Scanned Documents Using Morphological Skeleton and Progressive Probabilistic Hough Transform
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In: 2017 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING - BOUMERDES (ICEE-B) ; 5th International Conference on Electrical Engineering - Boumerdes (ICEE-B) ; https://hal-univ-bourgogne.archives-ouvertes.fr/hal-01858577 ; 5th International Conference on Electrical Engineering - Boumerdes (ICEE-B), Oct 2017, Boumerdes, Algeria ; https://ieeexplore.ieee.org/document/8192044/ (2017)
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Abstract:
International audience ; Skew detection is a crucial step for document analysis systems. Indeed, it represents one of the basic challenges, especially in case of historical documents analysis. In this paper, we propose a novel robust skew angle detection and correction technique. Morphological Skeleton is introduced to significantly reduce the amount of data to treat by removing the redundant pixels and keeping only the central curves of the image components. The proposed method then uses Progressive Probabilistic Hough Transform (PPHT) to identify image lines. A special procedure is finally applied in order to estimate the global skew angle of the document image from these detected lines. Experimental results prove the accuracy and the efficiency of our approach on skew angle detection over three popular datasets containing various types of document of different linguistic writings (such as Chinese, English and Greek) and diverse styles (multi-columns, with figures and tables, vertical or horizontal orientations).
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Keyword:
[SPI.TRON]Engineering Sciences [physics]/Electronics; [SPI]Engineering Sciences [physics]; Algorithm; Document image analysis; Images; Morphological Skeleton; Orientation; Progressive Probabilistic Hough Transform; Skew angle detection; Skew correction
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URL: https://hal-univ-bourgogne.archives-ouvertes.fr/hal-01858577
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L’image d’archives. Une image en devenir
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In: https://hal.archives-ouvertes.fr/hal-01432698 ; Julie Maeck; Matthias Steinle. France. Presses universitaires de Rennes, 2016, Collection "Histoire", Série "Archives, histoire et société", 978-2-7535-5169-5 ; http://www.pur-editions.fr/detail.php?idOuv=4245 (2016)
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Images du Moyen Âge dans la ville : l’inscription spatiale de médiévalité
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In: Communication & langages, N 171, 1, 2012-04-25, pp.3-17 (2012)
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Montages culinaires, la partition du légume
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In: Communication & langages, N 164, 2, 2010-06-01, pp.53-71 (2010)
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Analysis Of Multi-lingual Documents With Complex Layout And Content
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A Methodology for End-to-End Evaluation of Arabic Document Image Processing Software
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In: DTIC (2006)
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The Architecture of TrueViz: A Groundtruth/Metadata Editing and Visualizing Toolkit
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In: DTIC (2001)
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The Bible, Truth, and Multilingual OCR Evaluation
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In: DTIC (1998)
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A Multiple Feature based Novel Approach for Identification of Printed Indian Scripts at Word Level
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In: http://research.ijcaonline.org/volume85/number15/pxc3893462.pdf
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