Abstract—Optical Character Recognition. There are different defining problems are still need to resolve for the high accuracy of Optical Character Recognition (OCR) of Devanagari script. The more prominent number of font availability in Devanagari script is a challenge for the character detection in India. Therefore to conquer this problem, here is proposed a system for identification of diverse font of characters which helps to improve the OCR system accuracy. The adequacy technique for recognition of character for number of font styles in Hindi script is shown by this methodology. The proposed methodology is suitable for handling script styles information for Devanagari script is indicated by the outcomes. A procedure for enhancing the recognition accuracy of Devanagari OCR System by creating idea for discovery emphasis words such as Bold, < Final Year Projects > Italic and underline words is exhibited in this work. We have taken most generally utilized Devanagari font styles, for example, kruti Dev 714, DevLys 240, and Alekh for our benchmark testing. Recognition of text style in Hindi script record enhances the execution of Hindi OCR framework.
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