Skip to content

quadeer15sh/DysarthriaDetectionUsingCNNSonAudioFiles

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

3 Commits
 
 
 
 

Repository files navigation

Dysarthria Classification using CNNs on Audio Files

What is Dysarthria ?

  • Weakness in the muscles used for speech, which often causes slowed or slurred speech.
  • Dysarthria is a condition in which the part of your brain that controls your lips, tongue, vocal cords, and diaphragm doesn't work well. It's hard for you to move those muscles the right way. It’s often brought on by a disease.
  • Some people with dysarthria have only minor speech problems. Others have so much trouble getting their words out that other people may not be able to understand them very well.

This is an image

Pipeline

  1. Data Visualization and EDA
  2. Feature Extraction (MFCC Features)
  3. Modelling (2D CNNs)
  4. Summary

Python libraries required

pip install numpy
pip install pandas
pip install matplotlib
pip install seaborn
pip install librosa
pip install scikit-learn
pip install tensorflow
pip install tqdm

Architecture of the model

This is an image

About

No description, website, or topics provided.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors