


Core value: A practical framework to match USB camera specs to edge-AI retail boxes, reducing integration risk and time-to-market. Details: scenarios, sensor tips, FOV, UVC.
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In this deep dive, we introduce the UC-503-12MP—the industry's smallest 14mm 4K USB camera module. Learn why this driverless sensor is the perfect alternative to complex MIPI setups for Robotics, Industrial Drones, and Smart Retail Terminals.
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Novel Miniature UVC camera with WDR for AI retail vision solution
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UC-501 Mini USB Camera | WDR + Polarizer Vision for Smart Retail
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A guide to integrating 15x15mm micro USB cameras into space-constrained Edge AI devices. We benchmark 2MP to 12MP autofocus sensors (like IMX179) for smart retail kiosks and industrial inspection.
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USB Embedded Vision for AI Scales & Retail Automation
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