2013 · 29 citations · 45 references
ComputingLinguisticsForeign Language WritingLanguage DocumentationNatural Language ProcessingDocument Image AnalysisMultilingual Natural Language ProcessingMultilingual ProcessingOptical Character RecognitionScript ClassificationText EncodingHandwriting RecognitionHandwritten Character RecognitionMultilingual Character RecognitionScript IdentificationScript StylesScript Transcription
This paper offers an overview of the current approaches to research in the field of off-line multilingual OCR. Typically, off-line OCR systems are designed for a particular script or language. However, the ideal approach to multilingual OCR would likely be to develop a system that can, with the use of language-specific training data, be re-targeted to process different languages with minimal modifications. This is still an open area of research with plenty of challenges. This is particularly true for multilingual handwriting recognition due to the added complexity of variations in writing styles even within the same scripts. Challenges for multilingual OCR in preprocessing, feature extraction, script identification and recognition modeling and a brief survey of research in these areas are presented in the paper. Ideas for future research in multilingual OCR are outlined.
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