nt4rever / t-sign-language

Sign Language Detector

A simple CNN project for detecting american sign language. Here, I have implemented CNN (Convolution Neural Network) using Keras.

Tools Used

1. Python 3.7
2. OpenCV 4
3. Tensorflow 2.8.2
4. Keras 2.8.0
5. FastApi[all]
6. Scikit-learn
7. Matplotlib

Dataset

https://www.kaggle.com/datasets/tanvilla/asl-dataset

Running this project

1. Install Python 3, Opencv 4, Tensorflow, Keras...

2. First Train the model.

   app/training-tsign.ipynb
   

3. Now to test the model you just need to run recognise.py . To do so just open the terminal and run following command.

   python app/recognize.py
   

   Adjust the hsv values from the track bar to segment your hand color.

4. To create your own data set.

   python app/capture.py
   

5. Run FastApi server.

   python app/api.py