Project centers in Chennai

IEEE Final Year Project Topics for CSE

Base Paper Title

Accurate EEG-based Emotion Recognition onCombined Features Using Deep ConvolutionalNeural Networks

Our Title

IEEE Project Abstract

In order to improve the accuracy of emotional recognition by end-to-end automatic learningof emotional features in spatial and temporal dimensions of electroencephalogram (EEG), an EEG emotionalfeature learning and classification method using deep Convolution Neural Network (CNN) was proposedbased on temporal features, frequential features and their combinations of EEG signals in DEAP dataset. Theshallow machine learning models including Bagging tree (BT), Support vector machine (SVM), lineardiscriminant analysis (LDA) and Bayesian linear discriminant analysis (BLDA) models and deep CNNmodels were used to make emotional binary classification experiments on DEAP datasets in valence andarousal dimensions. The experimental results showed that the deep CNN models which require no featureengineering achieved the best recognition performance on temporal and frequency combined features in bothvalence and arousal dimensions, which is 3.58% higher than the performance of the best traditional BTclassifier in valence dimension and 3.29% higher than that of BT classifier in arousal dimension.

Existing System

Drawback of Existing System

Proposed System

Advantage of Proposed System

Enhancement from Base Paper

Architecture

Technology Used : Hardware & Software

Existing Algorithm

Proposed Algorithm

Advantages of Proposed Algorithm

Project Modules

Literature Survey

Conclusion

Future Work

To View the Base Paper Abstract Contents

Exclusive
Offer
Refer Your Friend
10%
CASHBACK
Refer Another Friend
Thanks for Referring Your Friend / Relation

Now it is Your Time to Shine.

Great careers Start Here.

We Guide you to Every Step

Success! You're Awesome

Thank you for filling out your information!

We’ve sent you an email with your Final Year Project PPT file download link at the email address you provided. Please enjoy, and let us know if there’s anything else we can help you with.

To know more details Call 900 31 31 555

The WISEN Team