Why Visual Intelligence Matters
Accuracy, traceability, safety and speed matter in every industry. GRSE leverages OpenCV and modern vision frameworks to build cost-effective, high-performance solutions — from camera-based quality inspection to real-time object detection.

What We Do
We design and build:
- Inspection systems for defect detection, object recognition, and pattern analysis
- Vision pipelines that process live camera streams using OpenCV, TensorFlow, PyTorch
- Edge-to-cloud workflows: embedded device + local MCU + cloud analytics
- HMI dashboards and operator tools for visual feedback and control
- Integration with PLCs, industrial cameras, lighting systems
- Custom tools for annotation and dataset preparation
Success Stories
Client: Leading global supplier of advanced driver assistance systems
We ported and optimized complex ADAS camera algorithms from a reference PC implementation to resource-constrained SoC platforms (Texas Instruments, NXP, Renesas).
Our team developed a profiling environment to identify performance bottlenecks and executed extensive code optimizations — from loop and matrix operation restructuring to parallelization on vector coprocessors.
Key features:
- Porting C++ camera algorithms to multiple SoC platforms
- Profiling tools for continuous resource usage tracking
- Hardware-specific optimizations for CPU, memory, and vector units
- Bitwise regression tests ensuring algorithmic accuracy


Client: Professional athletic coach
We built a mobile application for real-time analysis of weightlifting exercises, enabling athletes to capture, review, and optimize performance data.
The solution was developed using Node.js, Angular, and native Android components for robust multi-device support.
Key features:
- Real-time capture and analysis of exercise parameters
- Custom-built backend and cross-platform data synchronization
- Intuitive UI tailored for coaches and athletes
Why Partner with GRSE
- Decades of experience combining automation, vision, and software engineering
- Expertise building reliable, real-time visual solutions for harsh production environments
- Quick prototyping and testing using OpenCV and embedded platforms
- Scalable integration — from single camera inspection to full line monitoring
- Alignment with European standards and best practices
Ready to Turn Vision into Insight?
Whether you’re building a bulletproof quality control tool, adding visual intelligence to a robotic cell, or collecting annotated datasets for machine learning — let’s start with a POC.
Let’s discuss how visual capabilities can improve your operations.