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Identity verification has shifted heavily from manual, in-person checks to instant, mobile-driven scanning. Whether opening a digital bank account, renting a vehicle, or completing an online employment verification, users expect to snap a picture of their passport, driving license, or identity card and receive immediate clearance. Behind this seamless user experience lies a complex pipeline of Computer Vision (CV) and Machine Learning (ML) architectures.

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: Detecting the physical boundaries of an ID card or passport frame within a noisy, dynamic video background.