Be inspired by the endless possibilities of Edge AI

Discover many real-world examples based on our Edge AI solutions.
Browse each category to learn more about the enabling technology.
Read customer testimonials and find inspiration to create your own project from our example codes!

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use case stm32Cube.AI hand posture recognition
  • Smart building
  • Demo

Hand posture recognition without camera module

Hand posture recognition running on STM32F401 based on ST multizone Time-of-Flight ranging sensor.
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  • Environment
  • Demo

Plant leaf disease identification

Image classification on high-performance MCU. MobileNet 0.25 model from STM32 model zoo.
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  • Environment
  • Demo

Transfer learning applied to flower recognition 

Image classification on high-performance MCU. MobileNetV2 alpha 0.35 model from STM32 model zoo.
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  • Industrial
  • Demo

Anomaly detection in a motor running at different speeds

Smart sensor node over BLE connectivity to simplify the configuration and to be notified in case of detection via a mobile app.
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  • Industrial
  • Demo

Pump anomaly detection based on vibrations 

Learn to detect abnormal behavior at the edge on a vibrating machine.
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  • Smart home
  • Demo

Floor type detection for vacuum cleaners

Advanced solution for material recognition of floor type (hard or soft) enabled by AI technology.
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  • Industrial
  • Demo

Aftermarket wireless digit reader

Equip meters with aftermarket wireless & low-power readers.
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  • Appliances
  • Demo

Fan anomaly detection based on vibrations  

Learn to detect abnormal behavior at the edge on a vibrating machine.
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  • Smart office
  • Idea

People detection and counting solution

Optimized computer vision using an MPU running at 8 FPS.
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  • Industrial
  • Customer

AI solution for industrial predictive maintenance with NKE Watteco

Predictive maintenance solution for industrial equipment.
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  • Entertainment
  • Idea

Detecting the “let” in a table tennis game

Classification of the net vibrations with an accelerometer.
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  • Industrial
  • Demo

Fan anomaly classification based on ultrasound analysis 

Neural Network classification based on a high-frequency analog microphone pipeline.
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  • Transportation
  • Customer

AI solution for monitoring automatic doors with Crouzet 

Predictive maintenance on motors for automatic door motors.
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  • Industrial
  • Demo

Anomaly detection in an electric motor

Current sensing to detect abnormal behaviors in motors.
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  • Smart office
  • Customer

People flow counting Sensor with Schneider Electric

An innovative approach to measure people flows using an in-house thermal sensor.
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  • Appliances
  • Idea

Shifumi gesture recognition

Trigger actions on a PC using a Time-of-Flight sensor to classify hand movements. Recognition of 3 different classes.
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  • Smart city
  • Demo

Acoustic scene classification

Identify different environments (indoor, outdoor, in-car) using a simple microphone.
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  • Transportation
  • Customer

AI solution to optimize data analysis with Naval Group 

Enabling optimized maintenance systems in ships.
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  • Transportation
  • Idea

Access control with face recognition

Face identification on a high-performance MPU.
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  • Industrial
  • Customer

AI solution for industrial predictive maintenance with Oxytronic

Predictive maintenance solution for industrial equipment.
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  • Industrial
  • Idea

Electric drive diagnosis (11 faults)

Classify data based on different types of faults in an electric drive.
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  • Transportation
  • Demo

People counting embedded in a camera

People detection and counting on high-performance MCU.
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  • Smart building
  • Idea

People counting with a ranging sensor

Count the number of people passing through a door using a Time-of-Flight sensor.
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  • Industrial
  • Customer

AI solution for reflow oven monitoring with Lacroix Electronics 

Predictive maintenance applied to industrial ovens.
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  • Wearables
  • Demo

Human Activity Recognition 

Easily identify 5 different activities with a 3D accelerometer.
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  • Transportation
  • Idea

Gearbox fault detection using vibrations

Vibration analysis to detect an abnormal behavior on a gearbox.
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  • Industrial
  • Demo

People presence detection (visual wake word)

Human detection on high-performance MCU.
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  • Industrial
  • Demo

Transfer learning applied to forest fire detection 

Image classification on high-perf MCU.
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  • Smart home
  • Demo

Food recognition

Image classification on high-performance MCU.
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  • Transportation
  • Customer

Railway monitoring with Vapérail 

On-track predictive maintenance.
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  • Entertainment
  • Demo

Ukulele chords classification 

Analysis of the vibrations produced by the instrument to detect the chord played.
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  • Smart building
  • Customer

AI solution for leakage detection with Altyor 

Adaptive water leakage detection solution.
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  • Appliances
  • Idea

Gesture recognition for gaming 

Implementation on low-power MCU without a camera.
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  • Industrial
  • Customer

AI solution for failure prediction on rotating machines with SMRI 

Predictive maintenance on high-tech industrial tools.
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