Smart Doorbell Camera Kit v2: Multimodal Anomaly Detection with Pi 5
Smart Doorbell Camera Kit v2: Fuse Vision, Audio, and Sensors into a Transformer on Raspberry Pi 5
Every part needed, pre-tested for compatibility, with an AI build companion trained on this exact project. Shipped from Bengaluru in 3-5 days.
Traditional doorbell cameras rely on a single stream. Unimodal alerts trip constantly, drowning you in noise. This kit flips that. You'll build a doorbell camera that fuses real-time video, audio, and environmental sensor data using a transformer model on the Raspberry Pi 5. The result: a system that detects anomalies no single sensor could catch-quiet break-in attempts, package tampering, or suspicious audio patterns-while ignoring routine street noise. It's the difference between a camera and a truly context-aware security edge device.
What You'll Build
A fully integrated doorbell security hub. The Pi 5 ingests high-resolution frames from the Camera Module 3, captures far-field audio via the INMP441 I2S mic, and reads motion, vibration, or environmental sensors through the ESP32 boards. A transformer model-trained by you, with our AI companion guiding fusion logic-processes these streams in parallel, learning cross-modal patterns that flag threats with far greater accuracy than siloed inputs. All data logs to the included 512GB NVMe SSD via the M.2 HAT+, giving you fast storage for continuous recording and model refinement.
What You'll Learn
- Training and deploying a multimodal transformer model on edge hardware with TensorFlow Lite or ONNX
- Fusing asynchronous camera, I2S audio, and external sensor data into a unified input pipeline
- Configuring ESP32 boards as wireless sensor bridges over MQTT or ESP-NOW
- Optimizing NVMe storage throughput on Raspberry Pi 5 for real-time multimodal logging
Kit Contents
| Component | Quantity |
|---|---|
| Raspberry Pi 5 8GB | x1 |
| Pi Camera Module 3 | x1 |
| INMP441 I2S Mic | x1 |
| ESP32 Dev Board | x2 |
| Various Sensors | x4 |
| NVMe SSD 512GB | x1 |
| Pi 5 M.2 HAT+ | x1 |
| USB-C PSU | x1 |
| MicroUSB Cable | x2 |
| M-M Wires | x20 |
Why Buy This Kit Instead of Sourcing Parts Separately
| Factor | Sourcing Separately | Compoden Kit |
|---|---|---|
| Compatibility checks | You verify every part | Pre-tested as a system |
| Build support | Forums and scattered tutorials | AI companion trained on this exact project |
| Time to first working build | Days of debugging | Hours, with step-by-step guidance |
| Shipping coordination | Multiple sellers, multiple delays | One shipment from Bengaluru in 3-5 days |
Who This Kit Is For
Built for engineering students and early-career researchers hungry to move beyond standard coursework. If you're a B.Tech ECE or CSE final-year student pushing the boundary of IoT security, a Smart India Hackathon team prototyping edge AI, or a research intern at an NIT or IIT exploring multimodal perception, this kit plugs directly into your workflow. The transformer learning curve is real-our companion walks you through it, making it fit a serious 18-25 age group.
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.
What if I get stuck during the build?
Scan the QR code to launch the AI companion; it understands this kit's wiring, code, and model architecture. For stubborn issues, WhatsApp us directly-we'll debug with you.
Can I use my own sensors instead of the included set?
Yes. The ESP32 boards accept most I2C or analog sensors. The transformer input pipeline can be adapted; the AI companion shows you how to remap data fields.
Does the kit come with a pre-trained transformer model?
We provide a baseline fusion model and synthetic training data to get you started. You'll capture your own multimodal data to fine-tune for real-world doorbell scenarios.
Is soldering required?
Minimal. The sensors and ESP32 boards use breadboard wiring with the M-M wires. The M.2 HAT+ snaps onto the Pi 5's PCIe header-no soldering there.
Doorbell Security - Vision, audio and sensor streams fused in a transformer on Pi 5 - multimodal anomaly detection outperforms unimodal baselines.
What's in this kit
- Raspberry Pi 5 8GB
- Pi Camera Module 3
- INMP441 I2S Mic
- ESP32 Dev Board x2
- Various Sensors x4
- NVMe SSD 512GB
- Pi 5 M.2 HAT+
- USB-C PSU
- MicroUSB Cable x2
- M-M Wires x20
Shipping Information
- Prepaid Orders: ₹75 for orders up to ₹999, FREE shipping above ₹999
- COD Orders: ₹125 shipping + ₹50 COD fee = ₹175 total
- Delivery Timeline: Dispatch in 1-2 days, delivery in 2-7 days depending on location
Returns & Warranty
- 7-Day Return: Manufacturing defects only (approval required)
- Warranty: 7 days from delivery
- Non-Returnable: Batteries, consumables, cut wires, clearance items