• DocumentCode
    1634666
  • Title

    A Methodology for Document Image Dewarping Techniques Performance Evaluation

  • Author

    Stamatopoulos, N. ; Gatos, B. ; Pratikakis, I.

  • Author_Institution
    Nat. Center for Sci. Res. "Demokritos", Inst. of Inf. & Telecommun., Athens, Greece
  • fYear
    2009
  • Firstpage
    956
  • Lastpage
    960
  • Abstract
    One of the major challenges in camera document analysis is to deal with the page curl and perspective distortions. In spite of the prevalence of dewarping techniques, no standard for their performance evaluation method exists with most of the evaluation done to concentrate in visual pleasing impressions. This paper presents an objective evaluation methodology for document image dewarping techniques. First, manually selected sets of points of the initial warped image are matched with the corresponding points of the dewarping result using the scale invariant feature transform (SIFT). Each set corresponds to a representative text line of the image. Then, based on cubic polynomial curves that fit to the selected text lines, a comprehensive measure which reflects the entire performance of a dewarping technique in a concise quantitative manner is calculated. Experiments applying the proposed performance evaluation methodology on two state of the art dewarping techniques as well as a commercial package are presented.
  • Keywords
    computational geometry; curve fitting; distortion; document image processing; image matching; image representation; optical character recognition; text analysis; OCR; SIFT; camera document analysis; commercial package; concise quantitative manner; cubic polynomial curve fitting; document image dewarping technique; objective performance evaluation methodology; page curl; perspective distortion; scale invariant feature transform; text line representation; visual pleasing impression; warped image matching; Cameras; Humans; Image analysis; Image recognition; Nonlinear distortion; Optical character recognition software; Packaging; Performance analysis; Polynomials; Text analysis; document dewarping; document pre-processing; image processing; performance evaluation;
  • 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.2009.160
  • Filename
    5277561