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The GERMANA Database

Published: 26 July 2009 Publication History

Abstract

A new handwritten text database, GERMANA, is presented to facilitate empirical comparison of different approaches to text line extraction and off-line handwriting recognition. GERMANA is the result of digitising and annotating a 764-page Spanish manuscript from 1891, in which most pages only contain nearly calligraphed text written on ruled sheets of well-separated lines. To our knowledge, it is the first publicly available database for handwriting research, mostly written in Spanish and comparable in size to standard databases.Due to its sequential book structure, it is also well-suited for realistic assessment of interactive handwriting recognition systems. To provide baseline results for reference in future studies, empirical results are also reported, using standard techniques and tools for preprocessing, feature extraction, HMM-based image modelling, and language modelling.

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Published In

cover image Guide Proceedings
ICDAR '09: Proceedings of the 2009 10th International Conference on Document Analysis and Recognition
July 2009
1425 pages
ISBN:9780769537252

Publisher

IEEE Computer Society

United States

Publication History

Published: 26 July 2009

Author Tags

  1. corpus
  2. datasets
  3. handwriting recognition
  4. historical documents
  5. linguistic knowledge

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  • (2016)BCE-Arabic-v1 datasetProceedings of the 9th ACM International Conference on PErvasive Technologies Related to Assistive Environments10.1145/2910674.2910725(1-8)Online publication date: 29-Jun-2016
  • (2014)Effective balancing error and user effort in interactive handwriting recognitionPattern Recognition Letters10.1016/j.patrec.2013.03.01037(135-142)Online publication date: 1-Feb-2014
  • (2013)The ESPOSALLES databasePattern Recognition10.1016/j.patcog.2012.11.02446:6(1658-1669)Online publication date: 1-Jun-2013
  • (2011)Language identification for interactive handwriting transcription of multilingual documentsProceedings of the 5th Iberian conference on Pattern recognition and image analysis10.5555/2021341.2021423(596-603)Online publication date: 8-Jun-2011
  • (2011)A real-world noisy unstructured handwritten notebook corpus for document image analysis researchProceedings of the 2011 Joint Workshop on Multilingual OCR and Analytics for Noisy Unstructured Text Data10.1145/2034617.2034620(1-8)Online publication date: 17-Sep-2011
  • (2010)Active learning strategies for handwritten text transcriptionInternational Conference on Multimodal Interfaces and the Workshop on Machine Learning for Multimodal Interaction10.1145/1891903.1891962(1-4)Online publication date: 8-Nov-2010
  • (2010)Balancing error and supervision effort in interactive-predictive handwriting recognitionProceedings of the 15th international conference on Intelligent user interfaces10.1145/1719970.1720034(373-376)Online publication date: 7-Feb-2010
  • (2009)Adaptation from partially supervised handwritten text transcriptionsProceedings of the 2009 international conference on Multimodal interfaces10.1145/1647314.1647376(289-292)Online publication date: 2-Nov-2009
  • (2009)Confidence Measures for Error Correction in Interactive Transcription Handwritten TextProceedings of the 15th International Conference on Image Analysis and Processing10.1007/978-3-642-04146-4_61(567-574)Online publication date: 29-Aug-2009

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