Sign Language Interpretor
2023
This project translates ASL( American Sign Language ) in real-time to English Language alphabet by alphabet which then predicts the word formed. It boasts an accuracy rate of up to 98% for real-time translation of sign language into English language which takes input from the camera in real-time.
This project is also published in Journal: International Journal of Scientific Research and Engineering Trends (IJSRET).
Sign Language Interpretor
2023
This project translates ASL( American Sign Language ) in real-time to English Language alphabet by alphabet which then predicts the word formed. It boasts an accuracy rate of up to 98% for real-time translation of sign language into English language which takes input from the camera in real-time.
This project is also published in Journal: International Journal of Scientific Research and Engineering Trends (IJSRET).
Sign Language Interpretor
2023
This project translates ASL( American Sign Language ) in real-time to English Language alphabet by alphabet which then predicts the word formed. It boasts an accuracy rate of up to 98% for real-time translation of sign language into English language which takes input from the camera in real-time.
This project is also published in Journal: International Journal of Scientific Research and Engineering Trends (IJSRET).
Tech Stack
Python
Python(Version 3.10.4) is a high-level, general-purpose programming language.
OpenCV
OpenCV is a library of programming functions mainly for real-time computer vision.
TensorFlow
TensorFlow is a free and open-source software library for machine learning and artificial intelligence. It can be used across a range of tasks but has a particular focus on training and inference of deep neural networks.
Convolutional neural network (CNN)
Convolutional neural network is a regularized type of feed-forward neural network that learns feature engineering by itself via filters optimization.
NumPy
NumPy is a library for the Python programming language, adding support for large, multi-dimensional arrays and matrices, along with a large collection of high-level mathematical functions to operate on these arrays.
Tkinter
Tkinter is a Python binding to the Tk GUI toolkit. It is the standard Python interface to the Tk GUI toolkit.
pyttsx3
pyttsx3 is a text-to-speech conversion library in Python. Unlike alternative libraries, it works offline, and is compatible with both Python 2 and 3.
Tech Stack
Python
Python(Version 3.10.4) is a high-level, general-purpose programming language.
OpenCV
OpenCV is a library of programming functions mainly for real-time computer vision.
TensorFlow
TensorFlow is a free and open-source software library for machine learning and artificial intelligence. It can be used across a range of tasks but has a particular focus on training and inference of deep neural networks.
Convolutional neural network (CNN)
Convolutional neural network is a regularized type of feed-forward neural network that learns feature engineering by itself via filters optimization.
NumPy
NumPy is a library for the Python programming language, adding support for large, multi-dimensional arrays and matrices, along with a large collection of high-level mathematical functions to operate on these arrays.
Tkinter
Tkinter is a Python binding to the Tk GUI toolkit. It is the standard Python interface to the Tk GUI toolkit.
pyttsx3
pyttsx3 is a text-to-speech conversion library in Python. Unlike alternative libraries, it works offline, and is compatible with both Python 2 and 3.
Tech Stack
Python
Python(Version 3.10.4) is a high-level, general-purpose programming language.
OpenCV
OpenCV is a library of programming functions mainly for real-time computer vision.
TensorFlow
TensorFlow is a free and open-source software library for machine learning and artificial intelligence. It can be used across a range of tasks but has a particular focus on training and inference of deep neural networks.
Convolutional neural network (CNN)
Convolutional neural network is a regularized type of feed-forward neural network that learns feature engineering by itself via filters optimization.
NumPy
NumPy is a library for the Python programming language, adding support for large, multi-dimensional arrays and matrices, along with a large collection of high-level mathematical functions to operate on these arrays.
Tkinter
Tkinter is a Python binding to the Tk GUI toolkit. It is the standard Python interface to the Tk GUI toolkit.
pyttsx3
pyttsx3 is a text-to-speech conversion library in Python. Unlike alternative libraries, it works offline, and is compatible with both Python 2 and 3.
