sign-language-recognition-using-convolutional-neural-networks

sign language recognition using convolutional neural networks tensorflow tflean opencv and python

Software Specification

tensorflow version : 1.4.0
opencv : 3.4.0
numpy : 1.15.4

install packages

sudo apt-get update
sudo apt-get upgrade
sudo apt install htop
sudo apt-get install python-pip
sudo apt install python3-pip --reinstall
pip3 install opencv-contrib-python
pip3 install tensorflow==1.4.0
pip3 install tflearn
pip3 install talkey
sudo apt-get install espeak
pip3 install imutils
sudo pip3 install python-dateutil==2.5.0

Output of the Project

Video

Ubuntu

Raspberry Pi

Final output

image filters like threshold and other filters are not used for creating the dataset
the model was trained using 96x96 grayscale images

TensorBoard: Graph Visualization

in final program 5 hidden layers were used for increasing the accuracy of the model

Image capturing for Creating Dataset

Create Dataset