Transportation
Enhanced safety and lifetime of e-assisted bikes with Panasonic
Tire pressure monitoring solution to improve rider safety and convenience.
Case studies
Discover how to improve embedded solutions using edge AI.
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Agriculture
Appliances
Entertainment
Environment
Industrial
Smart buildings
Smart cities
Smart homes
Smart offices
Toys
Transportation
Wearables
Industrial | Transportation
Smart asset tracking
Packages condition classification on sensors.
Wearables | Entertainment
Yoga pose recognition on wearable devices
Pose recognition and classification on a sensor.
Wearables | Entertainment
Gym activity recognition on wearable devices
Activity recognition and classification on a sensor.
Industrial | Smart offices
Low-power anomaly detection on a fan
Low-power anomaly detection solution running on a sensor.
Industrial | Smart offices | Smart buildings | Smart homes
Face identification with ID3 Technologies
End-to-end AI solution for face identification running on STM32 microcontrollers.
Industrial | Smart cities
Direct current arc faults detection
Build your own arc fault detection mechanism with edge AI.
Entertainment
Run a Rock-Paper-Scissors game on Arduino using NanoEdge AI Studio
Gestures classification on Arduino using a ToF sensor.
Smart cities
Traffic sign classification
Classify traffic signs thanks to an image classification model running on a STM32H7 microcontroller.
Appliances | Agriculture
Coffee bean recognition
Classify coffee beans thanks to an image classification model from STM32 Model Zoo running on a STM32H7 microcontroller.
Industrial
Fault detection and classification in linear actuators
Using AI to detect and diagnose faults in linear actuators.
Environment
Predicting extreme weather temperatures
Predict the next day's maximum temperature to better prepare for potential disasters.
Wearables | Entertainment
Human activity recognition using a smartphone
Using a smartphone to recognize human activities.
Industrial
Electrical fault detection and classification
Detect and classify electrical anomalies in a power system.
Industrial
Ensuring enhanced stability of an electrical grid
Using AI to determine if an electrical grid is stable.
Industrial | Transportation
Estimating torque and rotor temperature for improved motor performance
Using AI to extrapolate torque and rotor temperature values to improve motor performance.
Agriculture
Monitoring quality in a food production line
Create an AI model that predicts the quality of processed food instead of measuring it.
Industrial | Transportation
Motor fault detection and classification
Detection and classification of motor faults for predictive maintenance.
Appliances
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.
Smart homes | Appliances | Wearables | Entertainment
Handwriting recognition
Handwriting recognition on ultra-low-power MCU.
Smart buildings | Appliances | Entertainment
Hand posture recognition without camera module
Hand posture recognition running on STM32F401 based on ST multizone Time-of-Flight ranging sensor.
Environment | Agriculture
Plant leaf disease identification
Image classification on high-performance MCU. MobileNet 0.25 model from STM32 model zoo.
Environment | Agriculture
Transfer learning applied to flower recognition
Image classification on high-performance MCU. MobileNetV2 alpha 0.35 model from STM32 model zoo.
Industrial | Appliances
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
Pump anomaly detection based on vibrations
Learn to detect abnormal behavior at the edge on a vibrating machine.
Smart homes
Floor type detection for vacuum cleaners
Advanced solution for material recognition of floor type (hard or soft) enabled by AI technology.
Industrial | Smart cities
Aftermarket wireless digit reader
Equip meters with aftermarket wireless & low-power readers.
Industrial | Appliances
Fan anomaly detection based on vibrations
Learn to detect abnormal behavior at the edge on a vibrating machine.
Smart cities | Smart offices | Smart homes
People detection and counting solution
Optimized computer vision using an MPU running at 8 FPS.
Industrial | Smart buildings
AI solution for industrial predictive maintenance with NKE Watteco
Predictive maintenance solution for industrial equipment.
Entertainment
Detecting the “let” in a table tennis game
Classification of the net vibrations with an accelerometer.
Industrial | Transportation | Smart offices | Smart buildings | Appliances
Fan anomaly classification based on ultrasound analysis
Neural Network classification based on a high-frequency analog microphone pipeline.
Transportation
AI solution for monitoring automatic doors with Crouzet
Predictive maintenance on motors for automatic door motors.
Industrial | Appliances
Anomaly detection in an electric motor
Current sensing to detect abnormal behaviors in motors.
Smart offices | Smart buildings
People flow counting Sensor with Schneider Electric
An innovative approach to measure people flows using an in-house thermal sensor.
Appliances | Entertainment | Toys
Shifumi gesture recognition
Trigger actions on a PC using a Time-of-Flight sensor to classify hand movements. Recognition of 3 different classes.
Smart cities | Smart offices | Smart buildings | Smart homes
Acoustic scene classification
Identify different environments (indoor, outdoor, in-car) using a simple microphone.
Industrial
AI solution to optimize data analysis with Naval Group
Enabling optimized maintenance systems in ships.
Smart buildings | Smart homes | Appliances
Access control with face recognition
Face identification on a high-performance MPU.
Industrial
AI solution for industrial predictive maintenance with Oxytronic
Predictive maintenance solution for industrial equipment.
Industrial | Transportation
Electric drive diagnosis (11 faults)
Classify data based on different types of faults in an electric drive.
Transportation | Smart offices | Smart buildings
People counting embedded in a camera
People detection and counting on high-performance MCU.
Transportation | Smart cities | Smart offices | Smart buildings
People counting with a ranging sensor
Count the number of people passing through a door using a Time-of-Flight sensor.
Industrial
AI solution for reflow oven monitoring with Lacroix Electronics
Predictive maintenance applied to industrial ovens.
Wearables | Entertainment
Human Activity Recognition
Easily identify 5 different activities with a 3D accelerometer.
Transportation
Gearbox fault detection using vibrations
Vibration analysis to detect an abnormal behavior on a gearbox.
Smart offices | Smart buildings | Smart homes
People presence detection (visual wake word)
Human detection on high-performance MCU.
Environment | Agriculture
Transfer learning applied to forest fire detection
Image classification on high-perf MCU.
Appliances | Agriculture
Food recognition
Image classification on high-performance MCU.
Transportation
Railway monitoring with Vapérail
On-track predictive maintenance.
Entertainment | Toys
Ukulele chords classification
Analysis of the vibrations produced by the instrument to detect the chord played.
Smart buildings
AI solution for leakage detection with Altyor
Adaptive water leakage detection solution.
Appliances | Entertainment | Toys
Gesture recognition for gaming
Implementation on low-power MCU without a camera.
Industrial
AI solution for failure prediction on rotating machines with SMRI
Predictive maintenance on high-tech industrial tools.
