Edge AI Vision
Edge AI Vision Systems for Consumer and Automotive Applications
Real-Time Intelligence at the Edge: Smarter Cameras, Safer Systems
AI-powered vision is transforming how devices see and respond to the world — from smart doorbells and wearables to ADAS modules and driver monitoring systems. But to meet the demands of real-time processing, privacy, and bandwidth efficiency, computer vision must move from the cloud to the edge.
At Promwad, we design and integrate embedded AI vision systems that run inference locally, process video at low power, and deliver actionable insights without relying on remote servers. Our full-stack development spans from custom camera boards and image pipelines to deep learning models optimised for edge inference.
What We Offer
Hardware & Camera Subsystem Design
- Custom camera modules (CSI, MIPI, USB, parallel)
- ISP tuning and integration for image clarity and low-light performance
- Multi-camera synchronisation for surround view or stereoscopic vision
- Optics and enclosure design for harsh or compact environments
Embedded AI Model Deployment
- CNN/DNN model porting and optimisation (YOLO, MobileNet, etc.)
- TensorRT, ONNX Runtime, OpenVINO, and TVM deployment pipelines
- Model quantisation and pruning for real-time performance
- Post-training calibration and device-specific acceleration (GPU/NPU)
Edge Platform Integration
- NVIDIA Jetson (Nano, Xavier, Orin), NXP i.MX 8, Rockchip RK3588, Intel Movidius
- Integration with Linux, Yocto, or Android-based platforms
- Custom BSPs and hardware bring-up
- Interface support: HDMI, Ethernet, CAN, GPIO, USB, SPI
System Software & Application Layer
- Real-time face, object, gesture, or lane detection
- Frame capture, buffer handling, and multi-threaded pipelines
- Event-based triggers, alerts, and telemetry
- Secure local storage or encrypted transmission to cloud if required
Applications We Enable
Mobility & Urban
Traffic analytics, scooter/bike safety systems
Smart Home
AI cameras, smart doorbells, motion detection
Retail & Access
Smart kiosks, facial recognition, people counting
Automotive
DMS, ADAS, blind spot, occupant detection
Consumer Devices
Wearables, fitness tracking, mobile vision
Our Development Workflow
Why Promwad
Expertise in both camera electronics and embedded AI deployment
End-to-end development: from optics and boards to software and AI
In-house teams for BSP, vision algorithms, and NPU acceleration
Flexible models: turnkey projects or integration into your team
Proven experience in automotive, consumer, and smart city sectors
Let’s Build Your Intelligent Vision System
Let’s bring intelligent vision to the edge — and your next product!
Drop us a line about your project! We will contact you today or the next business day. All submitted information will be kept confidential.