• DocumentCode
    1791386
  • Title

    An intelligent character recognition system for automatic mark capturing

  • Author

    Mulindwa, Desire Burume ; Du, Shengzhi ; Jordaan, Jacobus A.

  • Author_Institution
    Dept. of Electr. Eng., Univ. of South Africa, Pretoria, South Africa
  • fYear
    2014
  • fDate
    14-16 Oct. 2014
  • Firstpage
    670
  • Lastpage
    675
  • Abstract
    Rising admissions in the South African institutions of higher education have enlarged student-to-lecturer ratios and increased the lecturer´s workload, already burdened by administrative tasks. After marking tests, lecturers usually fill in a document called the cover page where the student´s number, name and marks according to the questions are placed. Once this is done, they will have to recopy those marks on a spreadsheet for record purposes. This research aims to recognize the handwritten characters (student numbers and marks) on the coversheet as well as to automatically allocate the marks on the spreadsheet according to students´ numbers using Matlab. The Feedforward Backpropagation Neural Networks and the Matlab are used to recognize handwritten characters and communicate with Microsoft Excel.
  • Keywords
    backpropagation; educational administrative data processing; educational institutions; feedforward neural nets; further education; handwritten character recognition; spreadsheet programs; Matlab; Microsoft Excel; South African institutions of higher education; automatic mark capturing; cover page; feedforward backpropagation neural networks; handwritten character recognition; intelligent character recognition system; lecturer workload; spreadsheet; student-to-lecturer ratios; Backpropagation; Biological neural networks; Character recognition; Handwriting recognition; Image edge detection; Image segmentation; Training; Character Segmentation; Handwritten Character Recognition; Image Processing; Matlab; Neural Network; Spreadsheet; component;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image and Signal Processing (CISP), 2014 7th International Congress on
  • Conference_Location
    Dalian
  • Type

    conf

  • DOI
    10.1109/CISP.2014.7003863
  • Filename
    7003863