Arabic-Sign-language-translator

A web application to translate sign language using Computer Vision

Ii's a prototype that translate 10 signs: ["me","close","continue","eat","Where","listen","open","short","tall","watch"]

In arabic: ["أنا","يغلق","يستمر","يأكل","أين","يسمع","يفتح","قصير","طويل","يشاهد"]

You can Upload the image and press "Go" button. then you will git the sign class into text and voice.

Data

I collected the data myself, there are about 18805 images.

Model

I used transfer learning with ResNet-50 You can download the 'weights.h5' file from here => https://drive.google.com/file/d/1-6a6rsUF-EqwOumYNEgBA8vLpjWhPmUB

Web page

I built a single page using HTML, CSS, JS and the backend with Flask.