CVB Polimago
A lightweight ML engine for reliable object recognition under real-world variation.
High-accuracy pattern recognition and classification for complex imaging environmentsCVB Polimago is a powerful machine learning based tool for fast, reliable object search and classification across a wide range of industrial and scientific applications. Designed to handle natural variation, imperfect imaging conditions, and changing object appearances, Polimago provides U.S. OEMs and integrators with a lightweight, high-performance solution for feature localization and identification, even when traditional algorithms fall short.Built for production-grade speed and accuracy, Polimago offers rotational, scale, and tilt invariance without requiring extensive manual preprocessing. Combined with intuitive training workflows and seamless integration into Common Vision Blox, it serves as an advanced, dependable module for demanding inspection, robotics, and automation environments.
Robust Pattern Recognition for Real-World Variability
Polimago is designed to recognize objects even when presentation shifts or imaging conditions aren’t ideal. Its ML-driven approach learns the characteristics of an object class and adapts to differences in shape, lighting, background, or perspective.
Core recognition capabilities include:
- Detection that remains stable across rotations, scale changes, and angular variations
- Resilience to natural variability in appearance, texture, and environmental conditions
- High-density search results suitable for coarse or fine-grained inspection
- Strong performance when traditional correlation or feature methods are insufficient
These strengths make Polimago well-suited for part verification, assembly inspection, robotics guidance, and vision tasks requiring consistent, high-confidence pattern detection under dynamic conditions.
Fast, Efficient Machine Learning Integration
Polimago uses a compact machine-learning model optimized for rapid execution on standard CPUs. It delivers high-speed inference without requiring specialized hardware, making it easy to deploy across industrial PCs and modern embedded systems.
Developer advantages include:
- Fast, efficient execution for real-time workloads
- Automatic data augmentation for stronger model robustness
- Smooth integration with Common Vision Blox pipelines
- Compatibility with Windows and Linux environments
Its balance of accuracy, speed, and ease of deployment makes Polimago a practical choice for 24/7 industrial use.
Streamlined Training with TeachBench
Training new object categories is simplified through TeachBench, an interactive tool that helps teams collect data, refine examples, and evaluate model performance. This guided workflow shortens development cycles and ensures more reliable training outcomes.
TeachBench benefits include:
- Intuitive dataset creation
- Visual tools for evaluating accuracy
- Interactive tuning and optimization
- Direct transition from training to production
With TeachBench, developers can rapidly prepare robust models without deep ML expertise.
Flexible Deployment Across Diverse Applications
Polimago integrates smoothly into a wide range of machine vision applications, from assembly verification and pick-and-place guidance to packaging inspection, sorting, and classification tasks. It is equally effective in medical, life sciences, and logistics environments where reliable identification and feature detection are critical.Its ability to accommodate rotational changes, scale variation, natural object differences, and inconsistent imaging conditions makes it a strong choice for systems operating in dynamic or unpredictable settings. This flexibility allows developers to maintain high accuracy even when parts, lighting, or presentation cannot be fully controlled.
Find the Right CVB Tools for Your Application
Review our full selection of CVB modules to determine which components best match your pattern recognition, classification, and broader imaging requirements.
