Detection of Autism Spectrum Disorder using EEG signals
Electroencephalography (EEG) is a measure of voltages caused due to neural activities within the brain. EEG is a recommended tool for diagnosing neurological problems because it is non-invasive and can be recorded over a longer time-period. The children with Autism Spectrum Disorder (ASD) have diffi
Project Title
Detection of Autism Spectrum Disorder using EEG signals
Project Area of Specialization
Project Summary
Electroencephalography (EEG) is a measure of voltages caused due to neural activities within the brain. EEG is a recommended tool for diagnosing neurological problems because it is non-invasive and can be recorded over a longer time-period. The children with Autism Spectrum Disorder (ASD) have difficulty in expressing their emotions due to their inability of proper information processing in brain. Our project will use these signals to classify the subject as Autistic or neurotypical.
Project Objectives
The objective of this project is to create a software that will diagnose ASD through EEG
signals by using the concepts and techniques of Machine learning.
Project Implementation Method
The project uses lightweight convolutional neural network with EEGNet to classify given
raw EEG data as either a)Autistic or b)Non-autistic.
Benefits of the Project
The project can be used in medical centers and hospitals and can be used to help get early diagnosis of patients with ASD.
Technical Details of Final Deliverable
Not only will there will be a working software that detects ASD but our project will also use signals from an EEG set and sort them out If they lay on the spectrum or not.
Part one of our project has been completed and it is a working prototype based on lightweight CNN that classifies EEG by EEG_Net into two main groups autistic and, neurotypical.
Final Deliverable of the Project
Core Industry
Other Industries
Core Technology
Other Technologies
Sustainable Development Goals
Required Resources
| Item Name | Type | No. of Units | Per Unit Cost (in Rs) | Total (in Rs) |
|---|---|---|---|---|
| Emotiv's EPOC X | Equipment | 0 | 70000 | 0 |
| Total in (Rs) | 0 |
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