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ASL Detect

Description

ASL Detect is a machine learning web app related to computer vision. It aims to predict ASL hand gestures using Mediapipe to capture 21 hand coordinates and train a model directly in the browser using TensorFlow.js.

Key Features

  • Generate dataset
  • Training custom model
  • Realtime detection
  • Installable and offline mode
  • Support two language, Indonesian and English
  • Interactive visual chart

Tech Stacks

TensorFlow.js
TensorFlow.js
MediaPipe
MediaPipe
React
React
Tailwind CSS
Tailwind CSS
Chart.js
Chart.js
TypeScript
TypeScript

Screenshots

Jumbotron
Generate data process
Training model first step for upload data
Training model second step for split data
Training model third step for customize sequential model
Training model forth step for customize compile model
Training model last step for training process
Evaluation model with graphic accuracy and loss
Detection process

External Links

Live Website