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Title: :  Speech Emotion Recognition Using CNN and LSTM- A Review of Literature
PaperId: :  14260
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 7 Issue 3 2021
DUI:    16.0415/IJARIIE-14260
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Dr. Amit GadekarSITRC, Sandip Foundation, Nashik
Tanaya BhagdeSITRC, Sandip Foundation, Nashik
Saqlein shaikhSITRC, Sandip Foundation, Nashik
Aditi UpadhyaySITRC, Sandip Foundation, Nashik
Mahesh SawantSITRC, Sandip Foundation, Nashik

Abstract

computer engineering
CNN, Emotion recognition from speech, LSTM, MFCC
Emotion recognition is always a very tough job, particularly if we are recognizing an emotion by using a speech signal. Many remarkable research works have been done on emotion recognition using speech signals. The primary challenges of emotion recognition are choosing the emotion recognition corpora (speech database), identification of different features related to speech, and an appropriate choice of a classification model. In this article, we use 13 MFCC (Mel Frequency Cepstral Coefficient) with 13 velocity and 13 acceleration components as features and a CNN (Convolution Neural Network) and LSTM (Long Short-Term Memory) based approach for classification. We chose Berlin Emotional Speech dataset (EmoDB) for classification purposes. We have approximately 80 percent of accuracy on test data.

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IJARIIE Dr. Amit Gadekar, Tanaya Bhagde, Saqlein shaikh, Aditi Upadhyay, and Mahesh Sawant. "Speech Emotion Recognition Using CNN and LSTM- A Review of Literature" International Journal Of Advance Research And Innovative Ideas In Education Volume 7 Issue 3 2021 Page 651-654
MLA Dr. Amit Gadekar, Tanaya Bhagde, Saqlein shaikh, Aditi Upadhyay, and Mahesh Sawant. "Speech Emotion Recognition Using CNN and LSTM- A Review of Literature." International Journal Of Advance Research And Innovative Ideas In Education 7.3(2021) : 651-654.
APA Dr. Amit Gadekar, Tanaya Bhagde, Saqlein shaikh, Aditi Upadhyay, & Mahesh Sawant. (2021). Speech Emotion Recognition Using CNN and LSTM- A Review of Literature. International Journal Of Advance Research And Innovative Ideas In Education, 7(3), 651-654.
Chicago Dr. Amit Gadekar, Tanaya Bhagde, Saqlein shaikh, Aditi Upadhyay, and Mahesh Sawant. "Speech Emotion Recognition Using CNN and LSTM- A Review of Literature." International Journal Of Advance Research And Innovative Ideas In Education 7, no. 3 (2021) : 651-654.
Oxford Dr. Amit Gadekar, Tanaya Bhagde, Saqlein shaikh, Aditi Upadhyay, and Mahesh Sawant. 'Speech Emotion Recognition Using CNN and LSTM- A Review of Literature', International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, 2021, p. 651-654. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Speech_Emotion_Recognition_Using_CNN_and_LSTM__A_Review_of_Literature_ijariie14260.pdf (Accessed : ).
Harvard Dr. Amit Gadekar, Tanaya Bhagde, Saqlein shaikh, Aditi Upadhyay, and Mahesh Sawant. (2021) 'Speech Emotion Recognition Using CNN and LSTM- A Review of Literature', International Journal Of Advance Research And Innovative Ideas In Education, 7(3), pp. 651-654IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Speech_Emotion_Recognition_Using_CNN_and_LSTM__A_Review_of_Literature_ijariie14260.pdf (Accessed : )
IEEE Dr. Amit Gadekar, Tanaya Bhagde, Saqlein shaikh, Aditi Upadhyay, and Mahesh Sawant, "Speech Emotion Recognition Using CNN and LSTM- A Review of Literature," International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, pp. 651-654, May-Jun 2021. [Online]. Available: https://ijariie.com/AdminUploadPdf/Speech_Emotion_Recognition_Using_CNN_and_LSTM__A_Review_of_Literature_ijariie14260.pdf [Accessed : ].
Turabian Dr. Amit Gadekar, Tanaya Bhagde, Saqlein shaikh, Aditi Upadhyay, and Mahesh Sawant. "Speech Emotion Recognition Using CNN and LSTM- A Review of Literature." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 7 number 3 ().
Vancouver Dr. Amit Gadekar, Tanaya Bhagde, Saqlein shaikh, Aditi Upadhyay, and Mahesh Sawant. Speech Emotion Recognition Using CNN and LSTM- A Review of Literature. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2021 [Cited : ]; 7(3) : 651-654. Available from: https://ijariie.com/AdminUploadPdf/Speech_Emotion_Recognition_Using_CNN_and_LSTM__A_Review_of_Literature_ijariie14260.pdf
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