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Retail food packaging contains information which informs choice and can be vital to consumer health, including product name, ingredients list, allergens, storage and shelf life information (use-by / best before dates). The presence and accuracy of such information is critical to ensure a detailed understanding of the product and to reduce the potential for health risks. In this paper, a multi-source deep learning- based domain adaptation system is proposed and tested to identify and verify thedoi:10.5281/zenodo.4077393 fatcat:vlp3oneni5bvrfmhkltrdddwx4