• DocumentCode
    1738156
  • Title

    Neuro-fuzzy off-line recognition of handwritten sentences

  • Author

    Lazzerini, Beatrice ; Marcelloni, Francesco ; Reyneri, Leonardo Maria

  • Author_Institution
    Dipt. di Ingegneria della Inf., Pisa Univ., Italy
  • Volume
    1
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    440
  • Abstract
    Presents Beatrix, a system for off-line recognition of handwritten sentences. The system consists of four subsystems: the first pre-processes the input bitmap and splits each sentence into words; the second integrates neural and fuzzy logic techniques for individual character recognition; the third carries out a lexical and grammatical analysis of the recognised text; and the fourth uses the words recognised with a high confidence value to re-train the second subsystem on the specific handwriting. The analysis performed by the third subsystem produces hypotheses about words and sentences in order to correct errors made by the second subsystem. The fourth subsystem allows the system to self-adapt to the specific handwriting under examination; therefore, the system possesses the properties of both writer-independent and writer-dependent systems
  • Keywords
    fuzzy neural nets; grammars; handwriting recognition; handwritten character recognition; text analysis; Beatrix; character recognition; confidence value; error correction; fuzzy logic; grammatical analysis; handwriting recognition; handwritten sentences; hypothesis generation; input bitmap preprocessing; lexical analysis; neural networks; neuro-fuzzy off-line sentence recognition; self-adaptation; sentence splitting; subsystem retraining; writer-dependent systems; writer-independent systems; Character recognition; Data preprocessing; Error correction; Fuzzy logic; Handwriting recognition; Neural networks; Robustness; Shape; Text recognition; Writing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Knowledge-Based Intelligent Engineering Systems and Allied Technologies, 2000. Proceedings. Fourth International Conference on
  • Conference_Location
    Brighton
  • Print_ISBN
    0-7803-6400-7
  • Type

    conf

  • DOI
    10.1109/KES.2000.885851
  • Filename
    885851