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A Word & Character N-Gram based Arabic OCR Error Simulation model

Journal: INTERNATIONAL JOURNAL OF COMPUTERS & TECHNOLOGY (Vol.12, No. 8)

Publication Date:

Authors : ; ; ;

Page : 3758-3767

Keywords : Arabic OCR Degraded Text Retrieval; Arabic OCR-Degrade Text; Orthographic Query Expansion; Synthesize OCR-Degraded Text.;

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Abstract

This paper provides a new model aimed to enhanceArabic OCR degraded text retrieval effectiveness. The proposed model based onsimulating the Arabic OCR recognition mistakesbased on both, word based and Character N-Gram approaches. Then we expand the user search query using the expected OCR errors. The resulting search query expanded gives high precision and recall values in searching Arabic OCR-Degraded text rather than the original query. The proposed model showed a significant increase in the degraded text retrieval effectiveness over the previous models. The retrieval effectiveness of the newmodel is %93, while the best effectiveness published for word based approach was %84 and the best effectiveness for character based approach was %56.

Last modified: 2016-06-29 18:08:15