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alt workflow

Tinyml Digital Counter for Electric Metering System

The repo contains the codebase for building and deployment of computer vision solution for digitalizing electric meters.

Introduction

Requirement

Data Collection

Run the data collection script data_collection_img.py. The script captures images every snapshot_interval.

Data Processing

The captured data is further processed to obtain each digit in each sample image using the following notebook. alt workflow

Training

The cropped images are uploaded the Edge Impulse and a computer vision model was built to recongize digits. alt workflow

Deployment

alt workflow To use the inference script, provide the following details in the secret.py:

user = "" # MQTT username 
password = "" # MQTT password
SSID = ""  # Network SSID
KEY = ""  # Network key
server = "" # MQTT server

Run the deployment script main.py. To perform inference.

Demo

Screen Scraping in Action

Demo video

Demo video

Future Works

  • Build lighting system for obtaining reading at night
  • Deep sleep and energy saving mode
  • Alerting system for notification