• DocumentCode
    1637957
  • Title

    The GERMANA Database

  • Author

    Perez, Diego ; Tarazon, L. ; Serrano, N. ; Castro, F. ; Terrades, O. Ramos ; Juan, A.

  • Author_Institution
    DSIC/ITI, Univ. Politec. de Valencia, Valencia, Spain
  • fYear
    2009
  • Firstpage
    301
  • Lastpage
    305
  • 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.
  • Keywords
    document image processing; feature extraction; handwriting recognition; hidden Markov models; history; natural languages; text analysis; visual databases; GERMANA database; HMM-based image modelling; Spanish manuscript; calligraphed text; empirical comparison; feature extraction; handwritten text database; historical document collection; image preprocessing technique; interactive off-line handwriting recognition system; language modelling; ruled sheet; sequential book structure; text line extraction; Books; Feature extraction; Handwriting recognition; Hidden Markov models; Image databases; Natural languages; Software libraries; Spatial databases; Text analysis; Text recognition; corpus; datasets; handwriting recognition; historical documents; linguistic knowledge;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Document Analysis and Recognition, 2009. ICDAR '09. 10th International Conference on
  • Conference_Location
    Barcelona
  • ISSN
    1520-5363
  • Print_ISBN
    978-1-4244-4500-4
  • Electronic_ISBN
    1520-5363
  • Type

    conf

  • DOI
    10.1109/ICDAR.2009.10
  • Filename
    5277691