how to detect the unknow text language in a image?

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I have N number of scanned images. the images contain different languages like Chinese, Arabic and Japanese. I tried to do OCR process for the files using OCRMYPDF and tesseract. both required the language of the input file. But I don't know the language of the file. So, Now my question is how to identify the languages used in a image ?

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