Title :
Automatic evaluation of binarization approaches — Application on ancient documents
Author :
Ben Messaoud, Ines ; Amiri, Hamid ; Abed, H.E. ; Märgner, Volker
Author_Institution :
Lab. des Syst. et Traitement de Signal (LSTS), Ecole Nat. d´´Ing. de Tunis (ENIT) Tunis, Tunis, Tunisia
Abstract :
The document preprocessing output may affect the efficiency of the document analysis and recognition system. In order to ameliorate the efficiency of those systems, an objective evaluation of preprocessing step is essential. In this paper we propose a new framework for automatic evaluation of binarization approaches. The evaluation of binarization approaches is based on the comparison between input images and generated ground-truth. The automatic method of ground-truth generation is an improvement of a semi-automatic method. The tests was applied on two different datasets, training dataset is composed from parts of documents, the test dataset is composed from entire historical documents.
Keywords :
history; image enhancement; image recognition; binarization approach; document analysis system; document preprocessing output; document recognition system; ground-truth generation; historical ancient document; input image quality enhancement; preprocessing step objective evaluation; semiautomatic method; Databases; Equations; Estimation; Mathematical model; Noise measurement; Training;
Conference_Titel :
Next Generation Networks and Services (NGNS), 2011 3rd International Conference on
Conference_Location :
Hammamet
Print_ISBN :
978-1-4673-0138-1
DOI :
10.1109/NGNS.2011.6142552