UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 8 Issue 6
June-2021
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR2106163


Registration ID:
310474

Page Number

b152-b156

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Title

SPEECH EMOTION RECOGNITION

Abstract

In this paper, a real-time Deep learning based system was built for Emotion Recognition using speech that has been given as input with the help of a PC microphone. The main purpose of this project is to design a model that can record live speech from a computer microphone, analyze the audio file, detect and recognize the particular emotion. After the recognition is done, the particular user can view their emotion through an interface with appropriate emojis. Speech Emotion Recognition is a rapidly increasing research domain in recent years. In this paper, eight basic emotions (Anger, Happy, Fear, Neutral, sad, calm, disgust, surprise ) are analyzed from emotional speech signals. In Our project we have used Long Short Term Memory(LSTM) network which is an artificial Recurrent Neural Network. The reason we used LSTM is that it provides higher accuracy while dealing with emotion recognition using speech. Our model was trained using the RAVDEES data set which contains 7356 audio files. I have taken 2880 files for training my model, in order to increase our accuracy and also to detect and recognize emotion from different speech. Our model scored an accuracy of 93% for the training data set.

Key Words

Speech emotion recognition, LSTM, RAVDESS, MFCC,

Cite This Article

"SPEECH EMOTION RECOGNITION", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.8, Issue 6, page no.b152-b156, June-2021, Available :http://www.jetir.org/papers/JETIR2106163.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"SPEECH EMOTION RECOGNITION", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.8, Issue 6, page no. ppb152-b156, June-2021, Available at : http://www.jetir.org/papers/JETIR2106163.pdf

Publication Details

Published Paper ID: JETIR2106163
Registration ID: 310474
Published In: Volume 8 | Issue 6 | Year June-2021
DOI (Digital Object Identifier):
Page No: b152-b156
Country: Hyderabad, Telangana, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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