Script Recognition System for Camera-Based Multilingual Document Images

Script Recognition System for Camera-Based Multilingual Document Images

Satishkumar Mallappa

0,00 €
IVA incluido
Consulta disponibilidad
Editorial:
Draft2Digital
Año de edición:
2024
ISBN:
9798224029655
Añadir a favoritos

Text is one of the greatest inventions of humankind it has a vital role in human’s lives starting from ancient times. The rich and meaningful information lies in the text, and it is the crucial element in the development of computer-vision applications. The text is a symbolic representation of any language known as script. It is necessary to identify the script from the document image to develop an Optical Character Recognition (OCR) system. For processing the document image, it is essential to locate the script in the document and identify the script to decide the appropriate OCR system to recognize. Once the computer successfully recognizes the underlying script of the document, then the task like editing, searching, indexing etc. can be performed on the document image. Traditionally, the documents are scanned by flat-bed scanners. The trend has gradually moved from the scanner to digital cameras with high-resolution lenses used to capture the document. The camera has advantages over the traditional scanner in a lightweight, small in size, ability to capture the seen text, boards displayed on the roads, vehicle numbers etc. and document can be captured without touching the hard copy, and capturing too fragile documents. The camera captured documents have some challenging problems like uneven illumination, blur, shadow, perspective distortion, out of focus, and many more. The script identification system is an important area in document image analysis. This has broadly categorized as printed or handwritten text from document images. Till date, many algorithms have been presented in the literature to perform this task for a specific language, and such OCRs will not work for a document containing more than one script. Hence script identification is crucial for the automatic processing of textual documents in multi-lingual information management. Identification of the script in document image is the primary steps towards processing the multi-lingual documents. It is necessary to identify the scripts of a multi-lingual document before submitting them to the appropriate OCR system.

Artículos relacionados

  • Robust and Non-invertible Cancelable Fingerprint Recognition Techniques
    Amit Kumar Trivedi
    The developments in electronic circuit manufacturing technology made it feasible to have very compact yet powerful mobile devices. Society is more connected using these mobile electronic devices with fast and advanced communication technologies. In this electronically advanced society, the card or token-based person identification or authentication is no more trusted. Informatio...
  • Apostila – Introdução Às Planilhas Eletrônicas
    Daiani Teodoro De Melo Ribeiro - Daniel Teodoro De Melo - Rogério Adriano De Sousa
    Apostila para usuários que desejam iniciar o trabalho com planilhas eletrônicas. Serão tratados os conceitos iniciais relativos à manipulação de planilhas, operações aritméticas, funções matemáticas, funções lógicas, gráficos e a configuração do trabalho para impressão.Após cada conceito apresentado serão propostos exercícios de fixação para que os conceitos possam ser assimila...
    Disponible

    8,51 €

  • Lgpd Ninja - 2a Edição
    Sérgio Pohlmann
    A LGPD veio para ficar e já está valendo e, para não incorrer na desobediência da Lei e não ser multado, as empresas correm para implantar os procedimentos previstos no dispositivo legal. Desde 2018, muitas coisas já mudaram e avançaram no que se refere à Legislação, à implantação e nos procedimentos das empresas e, para acompanhar essa evolução e as empresas manterem-se atuali...
    Disponible

    24,26 €

  • TOWARDS HUMAN BRAIN INSPIRED LIFELONG LEARNING
    SAVITHA RAMASAMY ARULMURUGAN XIAOLI LI
    Over the past few decades, the field of machine learning has made remarkable strides, surpassing human performance in tasks like voice and object recognition, as well as mastering various complex games. Despite these accomplishments, a critical challenge remains: the absence of general intelligence. Achieving artificial general intelligence (AGI) requires the development of lea...
    Disponible

    120,13 €

  • AI in Mind Mapping
    Dr. Salwa Elmeawad
    Welcome to 'AI in Mind Mapping: Revolutionizing Thought Organization,' a comprehensive exploration of the synergy between artificial intelligence (AI) and mind mapping. This book is designed to bridge the gap between the rich, intuitive process of mind mapping and the powerful, analytical capabilities of AI. It serves as both a guide and an inspiration for harnessing these tool...
    Disponible

    27,64 €

  • Machine Learning and Computer Vision for Renewable Energy
    As the world grapples with the urgent need for sustainable energy solutions, the limitations of traditional approaches to renewable energy forecasting become increasingly evident. The demand for more accurate predictions in net load forecasting, line loss predictions, and the seamless integration of hybrid solar and battery storage systems is more critical than ever. In respons...
    Disponible

    294,60 €