© 2026 Hashnode
Introduction Imagine turning a low-cost ESP32-CAM module into an intelligent device that can see and recognise Indian currency notes in real time — without sending data to the cloud. Thanks to Edge Impulse, a powerful TinyML platform, this is not jus...

Modern automotive and embedded vision systems routinely handle multiple cameras simultaneously: fisheye, front-view, rear-view, surround-view, driver monitoring, long-range perception, etc.To make this scalable and pin-efficient, camera pipelines rel...

From Image Sensor to SoC: Serializers, GMSL/FPD-Link, Deserializers, MIPI CSI-2 & Virtual Channels Modern embedded and automotive systems rely heavily on cameras for perception: surround view, driver monitoring, autonomous driving, robotics, ADAS, an...

Introduction: WPF does not include a native control for displaying live camera feeds, which can be challenging when you need to integrate webcam functionality into your desktop application. Whether you are working with a built-in laptop camera or an ...
