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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  • Smart city
  • Idea

Traffic sign classification

Classify traffic signs thanks to an image classification model from STM32 Model Zoo running on a STM32H7 microcontroller.
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New
  • Appliances
  • Idea

Coffee bean recognition

Classify coffee beans thanks to an image classification model from STM32 Model Zoo running on a STM32H7 microcontroller.
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  • Environment
  • Idea

Predicting extreme weather temperatures

Predict the next day’s maximum temperature to better prepare for potential disasters.
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  • Industrial
  • Idea

Fault detection and classification in linear actuators

Using AI to detect and diagnose faults in linear actuators
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  • Industrial
  • Idea

Electrical fault detection and classification

Detect and classify electrical anomalies in a power system.
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  • Wearables
  • Idea

Human activity recognition using a smartphone

Using a smartphone to recognize human activities.
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  • Industrial
  • Idea

Ensuring enhanced stability of an electrical grid

Using AI to determine if an electrical grid is stable.
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  • Industrial
  • Idea

Estimating torque and rotor temperature for improved motor performance

Using AI to extrapolate torque and rotor temperature values to improve motor performance.
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  • Appliances
  • Demo

Accurately measure the weight of clothes inside a washing machine

Using AI to make your home appliances “smarter” and more energy efficient for a sustainable future.
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  • Industrial
  • Demo

Motor fault detection and classification

Detection and classification of motor faults for predictive maintenance.
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  • Agriculture
  • Idea

Monitoring quality in a food production line

Create an AI model that predicts the quality of processed food instead of measuring it.
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STM32Cube.AI use-case illustration - Handwriting recognition
  • Smart home
  • Demo

Handwriting recognition

Handwriting recognition on ultra-low-power MCU.
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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
  • Idea

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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  • Industrial
  • Demo

Fan anomaly detection based on vibrations  

Learn to detect abnormal behavior at the edge on a vibrating machine.
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  • Smart city
  • 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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  • Non classé
  • Customer

AI solution to optimize data analysis with Naval Group 

Enabling optimized maintenance systems in ships.
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  • Smart building
  • 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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  • Transportation
  • 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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  • Smart office
  • Demo

People presence detection (visual wake word)

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

Transfer learning applied to forest fire detection 

Image classification on high-perf MCU.
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