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Embedded Vision vs. Smart Cameras: Choosing the right technology

POSTED 03/13/2025

Vision technology has evolved significantly over the years, offering industries more choices than ever before. Among the leading solutions are Smart Cameras and Embedded Vision Systems, both of which serve essential roles in automation. But when should you choose one over the other?

Understanding the core differences

Smart Cameras are all-in-one devices that integrate a sensor, processor, and software into a compact unit. They are designed for ease of use, making them ideal for straightforward applications that require minimal setup and maintenance. On the other hand, Embedded Vision Systems consist of a separate processing unit, providing higher computing power, flexibility, and scalability for more complex vision tasks.

Advantages of smart cameras

  • Plug-and-Play simplicity: Easy to install and configure.
  • Cost-Effective: A budget-friendly solution for standard applications.
  • Compact and reliable: Minimal maintenance with fewer components.

However, Smart Cameras have limitations, particularly in computing power and expansion capabilities. They are best suited for applications like barcode scanning, object detection, and quality inspections that do not require high-speed processing or AI-driven analysis.

Why choose embedded vision systems?

For industries requiring advanced vision capabilities, Embedded Vision Systems provide a powerful alternative. These systems can handle multiple cameras, perform deep learning-based inspections, and adapt to high-speed automation processes.

Key benefits:

  • Higher computing power: Suitable for AI and deep learning applications.
  • Greater customization: Designed for flexible configurations and long-term adaptability.
  • Multi-camera support: Ideal for complex automation setups.

While Embedded Vision Systems offer greater performance, they require more setup effort and a higher initial investment. Embedded Vision Systems often use powerful processors and advanced Hardware capability like FPGAs, GPUs, or dedicated vision-processing units, making them suitable for tasks requiring rapid data analysis and decision-making. They are commonly used in industries like automotive, electronics, and precision manufacturing, where processing power and adaptability are crucial.


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A perfect example: The EyeSorter Checkbox

One great example of how flexible modern vision technology has become is the EyeSorter Checkbox. This device includes a camera, lens, lights, CPU capability, software, and even a built-in PLC I/O—essentially making it a Smart Camera. However, if you remove the housing, it transforms into an Embedded Vision System. This illustrates the incredible adaptability of today’s vision technology.

The power of flexibility in modern automation cannot be overstated. With advancements in AI and processing power, industries now have the flexibility to choose or combine vision solutions based on their specific applications.

Which solution is right for you?

The choice between Smart Cameras and Embedded Vision Systems depends on several factors, including budget, application complexity, and scalability needs. Smart Cameras are perfect for logistics, packaging, and simple automation tasks, whereas Embedded Vision Systems are the go-to option for AI-driven inspections, high-speed manufacturing, and intricate automation challenges which have to be integrated in a product.

The EVT Approach

At Eye Vision Technology (EVT), we understand that no single solution fits all. Our EyeVision software supports both Smart Cameras and Embedded Vision Systems, as well as any PC providing intuitive configuration, broad industrial camera compatibility, and seamless integration with robotics. Whether you need an easy-to-use system for rapid deployment or a high-performance vision solution for advanced automation, EVT delivers the right tools and expertise.

Automation is evolving rapidly, and the key to success lies in selecting a vision system that balances performance, cost, and scalability. With modern advancements, the real question isn’t just which system to choose, but how to best leverage vision technology for future growth. What’s your vision?