Development of Noise Tolerant Document Image Binarization Technique Employing an Accurate Square Root Circuit

SN Comput. Sci.(2022)

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摘要
Stochastic computing (SC) is a re-emerging paradigm that is inherently immune towards noise and shows low area and power implementation of conventional binary logic based approaches. A stochastic square root circuit is proposed, which shows faster convergence and less hardware area compared to the state-of-the-art methods and can be used for efficient real time implementation of various algorithms that employ the square root circuit. In this paper, the Nick’s binarization algorithm is introduced as a case study to identify its promise using various statistical metrics. This paper also introduces structural modifications of some of the basic stochastic circuits obeying certain boundary conditions. A squarer circuit requiring the least number of delay elements is calculated to reduce the hardware cost.
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关键词
Document image binarization, OCR, Stochastic logic elements, Nick algorithm, Square root circuit, Noise tolerant
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