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Ancient scripts provide a captivating insight into the knowledge of ancestors which needs to be preserved for future generations. Therefore, there is a need to convert the digital script available in degraded format into textual format. To accomplish this model is being proposed in the paper that comprises of binarization using selection encoder decoder techniques. The results indicate the binarization accuracy as 74.24% approximately and F-measure is 75% (approximately) which comes out to bedoi:10.37624/ijert/13.9.2020.2177-2184 fatcat:odcw7hwapvg2netvjc74be2w5y