Case studies
Discover how to improve embedded solutions using edge AI.
Applied Filters
Vision | STM32Cube.AI | STM32 AI MCU | Partner | Video
How to personalize smart home with familiar face identification
embedUR's on-device face authentication embedded on STM32N6 with easy mobile enrollment
Vision | STM32Cube.AI | STM32 AI MCU | Partner | Smart home
Handheld development platform for real-time vision, motion, and voice at the edge
All‑in‑one STM32N6‑based platform for on‑device edge AI with NPU acceleration
Industrial | Smart city | Vision | STM32Cube.AI | STM32 AI MCU
Secure entry systems using id3 face recognition with liveness detection
Edge processing with RGB camera and ToF sensor ensures rapid and secure anti-spoofing for access control using the STM32N6 MCU.
Vision | STM32Cube.AI | STM32 AI MCU | Video | Customer
How ultralight AR glasses are redefined with Edge AI
Meta-Bounds elevates AR glasses with STM32N6 MCU edge AI and computer vision technology
Vision | STM32Cube.AI | STM32 AI MCU | Video | Customer
How Autotrak enhances in-cabin monitoring with cost-effective edge AI
Prevent distracted driving with real-time edge AI camera technology powered by the STM32N6 microcontroller
Industrial | Partner | STM32 AI MCU | STM32 MCU | Vision
How Edge AI helps avoid bird collisions with wind turbines
Protecting biodiversity with embedded computer vision for real-time detection and prevention
Industrial | Smart city | Vision | STM32Cube.AI | STM32 AI MCU
Smart rear view camera running on batteries with Siana system and e2Ip
How does the STM32N6 improve real-time detection of people, cars, trucks, and cyclists in blind spots
STM32 MCU | NanoEdge AI Studio | Industrial | Accelerometer | Predictive maintenance
How Edge AI enables predictive maintenance in heavy industry
Predictive maintenance for forging presses using local vibration analysis and classification without latency or network dependency.
Customer | STM32 MCU | NanoEdge AI Studio | Industrial | Video
How Linxens detects early warning of hazardous gases with edge AI
A sensor platform with an STM32 MCU that digitizes odors and complex gases for in-site detection
Industrial | Appliances | Smart city | Vision | STM32Cube.AI
How to transform smart retail with computer vision
Using STM32N6 MCU and Edge AI to detect and count products in real time — no cloud required.
Partner | Smart city | Transportation | Vision | STM32Cube.AI
Number-Plate Recognition (ANPR) based on Vision AI by Irida Labs
Vision AI-powered solution for Automatic Number-Plate Recognition (ANPR) for smart city applications, running on STM32 MCUs
Entertainment | Image recognition | Vision | STM32Cube.AI | Demo
Smart mirrors for fitness: pose estimation and multi-person tracking
Track and analyze users' body movements to provide feedback on exercise with STM32N6 at 28 FPS.
Tutorial | Demo | MEMS MLC | Accelerometer | Industrial
How to monitor and classify fan-coil systems with STWIN.box
Monitor and classify the behavior of a fan (e.g. on HVAC units) through the Machine Learning Core available in MEMS sensors.
Tutorial | Demo | MEMS MLC | Gyroscope | Accelerometer
Recognize head gestures in wearable devices with ultra low power sensors
Recognize head gestures such as nodding, shaking, and other general head movements through the Machine Learning Core available in MEMS sensors.
Object detection | Vision | STM32Cube.AI | Idea | GitHub
Personal protective equipment detection
Detection of personal protective equipment on workers using an object detection AI model.
Predictive maintenance | Accelerometer | NanoEdge AI Studio | Video | Partner
Anomaly detection with on-device learning with Rtone
Anomaly detection solution on industrial equipment, running on STM32 MCU.
Customer | STM32Cube.AI | Current sensor | Accelerometer | Predictive maintenance
Enhanced safety and lifetime of e-assisted bikes with Panasonic
Tire pressure monitoring solution to improve rider safety and convenience.
Human activity | MEMS Studio | GitHub | Demo | Accelerometer
Smart asset tracking
Packages condition classification on sensors.
Human activity | MEMS Studio | GitHub | Demo | Accelerometer
Yoga pose recognition on wearable devices
Pose recognition and classification on a sensor.
Human activity | MEMS Studio | Accelerometer | GitHub | Demo
Gym activity recognition on wearable devices
Activity recognition and classification on a sensor.
Context awareness | Gyroscope | NanoEdge AI Studio | Accelerometer | Predictive maintenance
Low-power anomaly detection on a fan
Low-power anomaly detection solution running on a sensor.
Partner | STM32Cube.AI | Vision | Biometric | Smart home
Face identification with ID3 Technologies
End-to-end AI solution for face identification running on STM32 microcontrollers.
Industrial | Smart city | Predictive maintenance | Current sensor | NanoEdge AI Studio
Direct current arc faults detection
Build your own arc fault detection mechanism with edge AI.
Entertainment | Human interface | Time of Flight | NanoEdge AI Studio | Human activity
Run a Rock-Paper-Scissors game on Arduino using NanoEdge AI Studio
Gestures classification on Arduino using a ToF sensor.
Smart city | Image classification | Vision | STM32Cube.AI | Idea
Traffic sign classification
Classify traffic signs thanks to an image classification model running on a STM32H7 microcontroller.
Appliances | Agriculture | Image classification | Vision | STM32Cube.AI
Coffee bean recognition
Classify coffee beans thanks to an image classification model from STM32 Model Zoo running on a STM32H7 microcontroller.
Industrial | Predictive maintenance | Current sensor | NanoEdge AI Studio | Accelerometer
Fault detection and classification in linear actuators
Using AI to detect and diagnose faults in linear actuators.
Environment | Context awareness | Thermal sensor | NanoEdge AI Studio | Idea
Predicting extreme weather temperatures
Predict the next day's maximum temperature to better prepare for potential disasters.
Wearables | Entertainment | Human activity | Gyroscope | NanoEdge AI Studio
Human activity recognition using a smartphone
Using a smartphone to recognize human activities.
Industrial | Predictive maintenance | Current sensor | NanoEdge AI Studio | Idea
Electrical fault detection and classification
Detect and classify electrical anomalies in a power system.
Industrial | Predictive maintenance | Current sensor | NanoEdge AI Studio | Idea
Ensuring enhanced stability of an electrical grid
Using AI to determine if an electrical grid is stable.
Industrial | Transportation | Predictive maintenance | Thermal sensor | NanoEdge AI Studio
Estimating torque and rotor temperature for improved motor performance
Using AI to extrapolate torque and rotor temperature values to improve motor performance.
Agriculture | Predictive maintenance | Thermal sensor | NanoEdge AI Studio | Idea
Monitoring quality in a food production line
Create an AI model that predicts the quality of processed food instead of measuring it.
Industrial | Transportation | Predictive maintenance | Accelerometer | NanoEdge AI Studio
Motor fault detection and classification
Detection and classification of motor faults for predictive maintenance.
Appliances | Asset tracking | Current sensor | NanoEdge AI Studio | 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.
Appliances | Wearables | Entertainment | Smart home | Image classification
Handwriting recognition
Handwriting recognition on ultra-low-power MCU.
Appliances | Entertainment | Smart building | Human interface | Time of Flight
Hand posture recognition without camera module
Hand posture recognition running on STM32F401 based on ST multizone Time-of-Flight ranging sensor.
Environment | Agriculture | Image classification | Vision | STM32Cube.AI
Plant leaf disease identification
Image classification on high-performance MCU. MobileNet 0.25 model from STM32 model zoo.
Environment | Agriculture | Image classification | Vision | STM32Cube.AI
Transfer learning applied to flower recognition
Image classification on high-performance MCU. MobileNetV2 alpha 0.35 model from STM32 model zoo.
Industrial | Appliances | Predictive maintenance | Accelerometer | NanoEdge AI Studio
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.
Industrial | Appliances | Predictive maintenance | Accelerometer | NanoEdge AI Studio
Pump anomaly detection based on vibrations
Learn to detect abnormal behavior at the edge on a vibrating machine.
Smart home | Context awareness | Time of Flight | STM32Cube.AI | Video
Floor type detection for vacuum cleaners
Advanced solution for material recognition of floor type (hard or soft) enabled by AI technology.
Industrial | Smart city | Asset tracking | Vision | STM32Cube.AI
Aftermarket wireless digit reader
Equip meters with aftermarket wireless & low-power readers.
Industrial | Appliances | Predictive maintenance | Accelerometer | NanoEdge AI Studio
Fan anomaly detection based on vibrations
Learn to detect abnormal behavior at the edge on a vibrating machine.
Smart city | Smart home | Smart office | Context awareness | Vision
People detection and counting solution
Optimized computer vision using an MPU running at 8 FPS.
Industrial | Smart building | Predictive maintenance | Gyroscope | NanoEdge AI Studio
AI solution for industrial predictive maintenance with NKE Watteco
Predictive maintenance solution for industrial equipment.
Entertainment | Context awareness | Accelerometer | NanoEdge AI Studio | Idea
Detecting the “let” in a table tennis game
Classification of the net vibrations with an accelerometer.
Industrial | Transportation | Appliances | Smart building | Smart office
Fan anomaly classification based on ultrasound analysis
Neural Network classification based on a high-frequency analog microphone pipeline.
Transportation | Predictive maintenance | Current sensor | NanoEdge AI Studio | Customer
AI solution for monitoring automatic doors with Crouzet
Predictive maintenance on motors for automatic door motors.
Industrial | Appliances | Predictive maintenance | Current sensor | NanoEdge AI Studio
Anomaly detection in an electric motor
Current sensing to detect abnormal behaviors in motors.
Smart building | Smart office | Object detection | Thermal sensor | STM32Cube.AI
People flow counting Sensor with Schneider Electric
An innovative approach to measure people flows using an in-house thermal sensor.
Appliances | Entertainment | Toys | Human activity | Time of Flight
Shifumi gesture recognition
Trigger actions on a PC using a Time-of-Flight sensor to classify hand movements. Recognition of 3 different classes.
Smart city | Smart home | Smart building | Smart office | Context awareness
Acoustic scene classification
Identify different environments (indoor, outdoor, in-car) using a simple microphone.
Industrial | Context awareness | Accelerometer | NanoEdge AI Studio | Predictive maintenance
AI solution to optimize data analysis with Naval Group
Enabling optimized maintenance systems in ships.
Appliances | Smart home | Smart building | Biometric | Vision
Access control with face recognition
Face identification on a high-performance MPU.
Industrial | Predictive maintenance | Gyroscope | NanoEdge AI Studio | Accelerometer
AI solution for industrial predictive maintenance with Oxytronic
Predictive maintenance solution for industrial equipment.
Industrial | Transportation | Asset tracking | Current sensor | NanoEdge AI Studio
Electric drive diagnosis (11 faults)
Classify data based on different types of faults in an electric drive.
Transportation | Smart home | Smart building | Object detection | Vision
People counting embedded in a camera
People detection and counting on high-performance MCU.
Transportation | Smart city | Smart building | Smart office | Human interface
People counting with a ranging sensor
Count the number of people passing through a door using a Time-of-Flight sensor.
Industrial | Context awareness | Gas sensor | NanoEdge AI Studio | Predictive maintenance
AI solution for reflow oven monitoring with Lacroix Electronics
Predictive maintenance applied to industrial ovens.
Wearables | Entertainment | Human activity | Accelerometer | STM32Cube.AI
Human Activity Recognition
Easily identify 5 different activities with a 3D accelerometer.
Transportation | Predictive maintenance | Accelerometer | NanoEdge AI Studio | Idea
Gearbox fault detection using vibrations
Vibration analysis to detect an abnormal behavior on a gearbox.
Smart home | Smart building | Smart office | Image classification | Vision
People presence detection (visual wake word)
Human detection on high-performance MCU.
Environment | Agriculture | Image classification | Vision | STM32Cube.AI
Transfer learning applied to forest fire detection
Image classification on high-perf MCU.
Appliances | Agriculture | Image classification | Vision | STM32Cube.AI
Food recognition
Image classification on high-performance MCU.
Transportation | Predictive maintenance | Accelerometer | NanoEdge AI Studio | Customer
Railway monitoring with Vapérail
On-track predictive maintenance.
Entertainment | Toys | Human activity | Accelerometer | NanoEdge AI Studio
Ukulele chords classification
Analysis of the vibrations produced by the instrument to detect the chord played.
Smart building | Predictive maintenance | Accelerometer | NanoEdge AI Studio | Customer
AI solution for leakage detection with Altyor
Adaptive water leakage detection solution.
Appliances | Entertainment | Toys | Human interface | Time of Flight
Gesture recognition for gaming
Implementation on low-power MCU without a camera.
Industrial | Predictive maintenance | Current sensor | NanoEdge AI Studio | Accelerometer
AI solution for failure prediction on rotating machines with SMRI
Predictive maintenance on high-tech industrial tools.