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https://github.com/shendrew/makeuoft2024
https://github.com/shendrew/makeuoft2024
Last synced: 3 days ago
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- Host: GitHub
- URL: https://github.com/shendrew/makeuoft2024
- Owner: shendrew
- Created: 2024-02-17T16:50:22.000Z (11 months ago)
- Default Branch: main
- Last Pushed: 2024-02-18T13:43:45.000Z (11 months ago)
- Last Synced: 2024-11-19T17:55:54.599Z (2 months ago)
- Language: Python
- Size: 1.48 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Penpal
Penpal is a web application that helps people who are injured and disabled spell.
It utilizes an **Arduino Uno**, **accelerometer**, **gyroscope**, and software to write letters. Using the measurements derived from the hardware, we approximate the position of the finger in space.
We then utilize **OpenCV** to preprocess the data and draw the air hand-drawn letters to a pixelated grid.
The pixelated image is resolved into a 28 by 28 pixel image and fed into a trained a Neural Network trained on the EMIST dataset that achieved 85% accuracy.We employ **WebSockets** in Socket.io to connect our **Flask** backend and **React.js/Next.js** frontend in order to get real-time updates in statistics.