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Recognizing identity documents like passports, driver’s licenses, and ID cards is a high-stakes task for digital onboarding, banking, and security. However, creating these systems is difficult because real identity documents contain private sensitive information, making it hard to find large, public datasets for training AI. midv250
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To overcome this, prominent AI research entities (such as Smart Engines) pioneered the creation of the series. Instead of leveraging sensitive individual data, researchers generated physically printed mock documents with synthetically generated text, artificial faces, and mock signatures. These mock documents were then filmed using standard smartphone cameras under unconstrained conditions to provide a comprehensive training pool.