Edge Impulse Experts / AI-Based Mechanical Anomaly Detector (Camera) Public

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AI-Based Mechanical Anomaly Detector (Camera)

Object detection

DFRobot FireBeetle 2 ESP32-S3 mechanical anomaly PCB industrial Twilio SMS

About this project

This object detection (FOMO) model detects specialized components (color-coded) representing defective parts causing mechanical deviations in a production line:

Red
Green
Blue

After building my object detection model, I deployed my model as a fully optimized and customizable Arduino library and uploaded it to FireBeetle 2 ESP32-S3. Also, I developed a web application from scratch to inform the user of the diagnosed root cause of the inflicted anomaly via SMS through Twilio.