Image Recognition

Image recognition automatically identifies patterns, objects, and characters from digital images. QR code scanning is a specialized case: detect finder patterns → calculate tilt/distortion → perspective correction → grayscale conversion → binarization → module decoding → data extraction.

Modern smartphones execute this pipeline in real-time - recognition completes the instant a QR code appears in the camera preview, powered by hardware accelerators (Neural Engine, TPU).