Raspberry Pi 4 Coral USB Object Detection Kit — Build a Real-Time Edge AI Benchmarking Lab

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

This kit transforms a Raspberry Pi 4 and Google Coral USB accelerator into a real-time object detection system that identifies 90 everyday objects from a live camera feed. Powered by the SSD MobileNet model optimized for the Coral Edge TPU, the system achieves near real-time inference speeds. You will measure every millisecond of latency, building a dedicated benchmarking lab to understand the full pipeline from image capture to classification output.

What You'll Build

You will construct a self-contained computer vision station that streams camera frames, runs object detection locally, and overlays bounding boxes with class labels and confidence scores. A logging interface captures inference latency per frame, enabling you to analyse performance bottlenecks. The final setup becomes a repeatable testbed for comparing model variants, frame rates, and precision trade-offs on embedded hardware.

What You'll Learn

• Deploy a TensorFlow Lite SSD MobileNet model on a Google Coral Edge TPU
• Integrate the Coral USB Accelerator with Raspberry Pi 4 and Pi Camera Module 2
• Measure and benchmark inference latency metrics (milliseconds per frame, throughput) with custom Python scripts
• Tune pipeline parameters to balance detection accuracy and frames per second for real-world edge applications

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

CBSE Class 11–12 students pursuing the AI elective will find a tangible way to explore neural network inference. B.Tech ECE, CSE, and EEE undergraduates can use this for mini-projects, final‑year work, or Smart India Hackathon entries centred on real‑time computer vision. Makers at ATL Tinkering Labs and engineering colleges like IIT, NIT, VIT, and BITS will appreciate the repeatable benchmarking framework.

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.