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.
Case studies
Discover how to improve embedded solutions using edge AI.
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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 | Gyroscope | MEMS Studio | GitHub | Demo
Smart asset tracking
Packages condition classification on sensors.
Human activity | Gyroscope | MEMS Studio | GitHub | Demo
Yoga pose recognition on wearable devices
Pose recognition and classification on a sensor.
Human activity | Gyroscope | MEMS Studio | Accelerometer | GitHub
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.
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