Raspberry Pi 5 Manufacturing QC Vision Kit: Build an AI-Powered Object Counter That Works on Your Factory Floor

Every part needed, pre-tested for compatibility, with an AI build companion trained on this exact project. Shipped from Bengaluru in 3-5 days.

Imagine a production line where every product passing a checkpoint is automatically counted and flagged if it crosses a boundary incorrectly. With this kit, you’ll build exactly that — a Raspberry Pi 5 camera system running a TensorFlow object detection model to count people or items crossing a virtual line in the video feed. Whether you’re prototyping for a factory floor or learning industrial computer vision, you’ll have a working QC tool in under 6 hours.

What You'll Build

You’ll assemble a self-contained vision system that monitors a camera feed in real time, detects objects of interest, and tracks them as they cross a predefined line. The Raspberry Pi 5 with AI HAT+ accelerates the model, so inference runs smoothly at the edge without cloud dependency. At the end, you’ll have a functional object counter ready for warehouse or assembly line prototyping, complete with LED indicators for status alerts.

What You'll Learn

• Deploy and accelerate a TensorFlow object detection model on the Raspberry Pi AI HAT+
• Configure a camera pipeline with Pi Camera Module 3 for real-time video processing
• Implement line-crossing counting logic using bounding box coordinates
• Wire GPIO LEDs to signal count thresholds or system states

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

This kit targets B.Tech students in ECE/EEE and computer science who need a real-world AI project for their major or capstone. It’s also perfect for Smart India Hackathon participants focused on manufacturing or Industry 4.0 themes, and for trainees at IIT, NIT, VIT, or BITS campuses exploring edge AI. Hobbyists with intermediate Raspberry Pi experience who want to move into industrial computer vision will find the guided build invaluable.

Built and Backed by Compoden

Every Compoden kit ships with an AI build companion trained on this exact project — accessible via a QR code on the box, with WhatsApp and email backup. We've spent 10 years building projects for makers, schools, and institutions across India. If a part fails because of a manufacturing defect, replace it free within 7 days.