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Visual data includes a lot printed and handwritten text that may contain sensitive information. This means that companies handling large volumes of images may be gathering, sharing, and storing personally identifiable information (PII) in a format that is difficult to identify and protect. Manually reviewing and redacting sensitive text data from images is a time consuming and error prone process for human workers. Additionally, people can easily overlook or misinterpret difficult to see or obfuscated text and handwriting.