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Embedded Computer Vision • Edge AI • Real-Time C++

Real-Time Perception for Constrained Hardware.

We build camera-enabled intelligence for robotics, IoT devices, and industrial automation. Specialist engineering for environments where low latency and efficiency matter.

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Giving Machines the Power of Sight

Processing vision locally slashes latency and improves privacy. We bridge the gap between complex vision algorithms and the strict constraints of microcontrollers and single-board computers. No cloud dependency. Just real-time intelligence.

Core Engineering Pillars

Embedded Vision

Low-power CV pipelines and firmware for microcontrollers.

  • • ESP32-S3 Firmware
  • • TinyML Implementation
  • • Sensor Drivers

Edge AI Systems

Accelerated inference and classical CV for single-board computers.

  • • Jetson Orin / Nano
  • • Raspberry Pi 5
  • • YOLO / OpenCV Pipelines

Robotics Perception

Object tracking, ROI logic, and sensor fusion for automation.

  • • ROS 2 Integration
  • • GStreamer Pipelines
  • • Zone Logic & Triggers

Device-to-Cloud

Efficient telemetry and OTA pipelines for vision fleets.

  • • MQTT / AWS IoT
  • • Flask / FastAPI Bridges
  • • Remote Diagnostics
Rapid Prototyping Offer

CCM EdgeVision
Customization Package

Turn our standard starter kit into a working, hardware-ready prototype tailored to your device, model, and use case—all within 10 hours.

Hardware Setup: Jetson or Pi configuration
Model Integration: Your YOLO/ONNX model
Business Logic: Custom ROI & Triggers
Benchmark Report: FPS & Utilization Data
Start Your 10-Hour Sprint

Ideal For:

01

Robotics Teams

Validating early perception concepts without hiring full-time.

02

IoT Startups

Needing a "proof of life" demo for investors quickly.

03

Small Companies

Requiring real-time detection but lacking embedded CV expertise.

Open Source & R&D

ccm-edgevision-starter-kit

C++

Jetson-based modular object detection starter kit using OpenCV and YOLOv5. Built for real-time robotics.

ccm-core-library

C++

Foundational data structures, circular buffers, and real-time algorithms optimized for embedded systems.

ccm-esp32-vision-node

C++

Embedded camera node for ESP32-S3/ESP32-CAM with highly optimized real-time CV processing.

ccm-edge-cv-pipeline

C++

High-performance GStreamer/OpenCV pipeline for Linux edge devices (Raspberry Pi 5 / Jetson).

ccm-blueprints

Python

A curated collection of project starters, templates, and code experiments for rapid prototyping.

View all repositories →

Need a Specialist?

Generalist software firms struggle with the strict constraints of embedded vision. We thrive there. Let's discuss your hardware, your model, and your latency targets.

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Currently reviewing new project applications.