Bringing AI to the Edge

Toradex provides the edge AI hardware, tools, expertise and software ecosystem to help you build your next AI-enabled edge solution. Whether you’re developing low-power machine learning solutions, immersive text-to-speech and speech recognition products, or next-gen computer vision software and innovative LLM-based applications, our pŕoducts will be your trusted partner and enable you to go faster and further.

Deploying AI-Powered Spatial Detection at the Edge: Lessons from Real-World Applications - Watch Now

Hardware Solutions

Our portfolio for Systems on Module with Neural Network Acceleration spans from low-power and lower-cost options, up to unparalleled high-end performance for demanding Machine Learning applications at the edge. We also offer a wide range of options for camera integration, from a few cameras up to 12x streams at once.

System on Modules


Machine Learning Performance

Vision Support

Machine Learning Performance

32
TOPS

1450

samples per second

Vision Support

3x
MIPI CSI

12x
Cameras

Machine Learning Performance

7
TOPS

(sparse)


745

samples per second

Vision Support

2x
MIPI CSI

8x
Cameras

Machine Learning Performance

2.3
TOPS

390

samples per second

Vision Support

2x
MIPI CSI

2x
Cameras

The "samples per second" is under the MobileNetV2 benchmark

Success Stories

Smart AI Camera

Built in collaboration between Au-Zone and Toradex, Maivin (for 3D Vision) and Raivin (for 4D Radar Sensor Fusion) offer out-of-the-box spacial perception sensors and a fast integration by leveraging the Torizon OS

  • Hardware: Verdin iMX8M Plus
  • Great for proof-of-concept and for volume production
  • EdgeFirst AI support: Deploy AI-based spatial perception capabilities in off-road vehicles and robots in dynamic environments. Including AI perception models, low level radar-vision fusion engine, and customization tools.

Industrial-grade Edge AI system

Build in collaboration between Connect Tech and Toradex, EdgeAQ is an edge AI system equipped with the Aquila AM69 delivering a rugged solution, with four GMSL2 camera inputs for demanding computer vision applications, making it ideal for edge deployments where performance and durability are critical.

Showcase - Edge AI Demo

Aquila AM69 / TDA4

  • 8x vision pipelines running in parallel at stable 30fps
  • 4 different models: Classification, Object Detection, Segmentation and Pose Estimation
  • Low power: 30 watt

Great Developer Experience

Toradex offers support for industry-standard tools and frameworks in the areas of Machine Learning and Computer Vision. You can also leverage our industry-leading documentation and customer support for an even faster time-to-market.

Torizon For Machine Learning Operations (MLOps)

Torizon makes it easy and secure to integrate MLOps into your workflow. It has built-in support for securely and reliably updating machine learning models in the field, besides giving you full visibility into accuracy and resource consumption in your production devices. It also makes it easy to remotely troubleshoot your application. All while complying with cyber security regulations like the EU CRA

Development Support

Besides all the hardware provided by our Partners Ecosystem, we can also connect you with experts to help develop your actual AI or Machine Vision application. These trusted partners have proven experience working with Toradex Hardware on this context, and will lower your time-to-market and overall cost of ownership!

Ecosystem Ready to Power Your Next AI Project

Toradex offers a vast Partner Network. Our partner ecosystem significantly increase our camera offerings, help you with hardware design or CV/AI application development, and can even do a complete solution for you!

Integrated Cameras

Together with our partners, we offer a comprehensive portfolio of cameras, whether you need a powerful device with fast framerate and built-in ISP, or low-resolution CSI camera, our partners can help you!

Hardware Accelerators

In some cases, it makes sense to add an external AI accelerator, such as a Hailo, Kinara, DeepX, or Google Coral to your design, even if you’re using a Toradex SoM that already provides built-in AI cores. By using this approach, you:

  • Decouple AI processing from SoC vendor stacks, leveraging an unified AI environment that can be ran across multiple hardware platforms
  • Add performance scalability to your design, being able to scale from 1 TOPS to more than 40 TOPS without changing your base hardware

Getting Started

Learn how to deploy AI inference and computer vision pipelines on Toradex SoMs using frameworks like TensorFlow Lite and OpenCV.

Get Started with AI Today

Starter Kits

Here are some recommended product combinations to get you started. These combinations are fully customizable to your needs.
If you'd like help in selecting the best hardware for your project, please connect with us.

Verdin iMX8M Plus Starter Kit

  • 5MP Camera Set, Dual-Lane MIPI CSI output
  • 10.1 inch Capacitive Touch Display, 1280x800, Quad-Lane MIPI DSI output
  • Up to four Cortex-A53 1.8 GHz processors
  • Cortex-M7 processor with speeds up to 800 MHz
  • Neural Processing Unit (NPU)
  • Image Signal Processor (ISP)
  • NXP i.MX 8M Plus applications processor
  • Dual Band 2.4/5 GHz 2x2 Wi-Fi 5 (802.11ac) + Bluetooth 5.3
  • Torizon IoT Platform: Linux OS Maintenance, Remote Software Updates & Device Management
  • Linux and other OS Support included
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Verdin iMX95 Evaluation Kit

  • 5MP Camera Set, Dual-Lane MIPI CSI output
  • 10.1 inch Capacitive Touch Display, 1280x800, 8-bit DSI output
  • Up to six Cortex-A55 1.8 GHz processors
  • Cortex-M7 processor with speeds up to 800 MHz
  • Neural Processing Unit (NPU)
  • Image Signal Processor (ISP)
  • NXP i.MX 95 applications processor
  • Dual Band 2.4/5 GHz Dual band 1x1 Wi-Fi 6 (802.11ax) + Bluetooth 5.2
  • Torizon IoT Platform: Linux OS Maintenance, Remote Software Updates & Device Management
  • Linux and other OS Support included
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SMARC iMX95 Evaluation Kit

  • 5MP Camera Set, Dual-Lane MIPI CSI output
  • 10.1 inch Capacitive Touch Display, 1280x800, 8-bit LVDS output
  • Up to six Cortex-A53 1.8 GHz processors
  • Cortex-M7 processor with speeds up to 800 MHz
  • Neural Processing Unit (NPU)
  • Image Signal Processor (ISP)
  • NXP i.MX 95 applications processor
  • Dual Band 2.4/5 GHz Dual band 1x1 Wi-Fi 6 (802.11ax) + Bluetooth 5.2
  • Torizon IoT Platform: Linux OS Maintenance, Remote Software Updates & Device Management
  • Linux and other OS Support included
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Aquila AM69 Evaluation Kit

  • CSI Camera - 5MP, Dual-Lane MIPI CSI output
  • 10.1 inch Capacitive Touch Display, 1280x800, Quad-Lane MIPI DSI output
  • Up to eight Cortex-72 2 GHz processors
  • Two Cortex-R4F processor with speeds up to 1 GHz
  • TI AM69X applications processor
  • 2.4/5/6 GHz Tri-band 2x2 Wi-Fi 7 (802.11be) + Bluetooth 5.3
  • Complete active thermal solution
  • Torizon IoT Platform: Linux OS Maintenance, Remote Software Updates & Device Management
  • Linux Support included
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