Real-Time Semantic Segmentation with DeepLabV3 on Raspberry Pi 5: Segment Road, Sky, Building, and Person

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

Deploy a pre-trained DeepLabV3 MobileNet model on the Raspberry Pi 5 to perform pixel‑level scene understanding at 10 frames per second. This kit turns a credit‑card‑sized computer into a portable perception engine that classifies road, sky, building, and person in every camera frame — ideal for autonomous robotics, smart surveillance dashboards, and edge AI research projects that demand low‑latency, on‑device inference.

What You'll Build

You’ll assemble a compact AI camera that sees and labels every pixel in real time. Roads, skies, buildings, and people are segmented live, with a colour‑coded overlay rendered on the 7‑inch HDMI display. The NVMe SSD captures high‑speed inference logs for post‑analysis, letting you verify model accuracy and latency. This system serves as a ready‑to‑plug perception module for a DIY autonomous vehicle or an intelligent monitoring station.

What You'll Learn

• Deploy a pre‑trained DeepLabV3 model on Raspberry Pi 5 using ONNX runtime
• Optimize inference with a quantized MobileNet backbone for consistent 10fps performance
• Interface the Pi Camera Module 3 for low‑latency video capture and preprocessing
• Build a modular Python pipeline for post‑processing segmentation masks and live overlay

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

Ideal for B.Tech ECE/EEE final‑year students and AI enthusiasts working on edge computer vision capstone projects. Smart India Hackathon participants will find a ready‑to‑deploy perception subsystem that segments critical scene classes out of the box. If you’re an IIT, NIT, VIT, or BITS Pilani student aiming to publish or demonstrate real‑time deep learning on embedded hardware, this kit gives you a 10fps semantic segmentation prototype in one box.

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.