Voice Gender Recognition Using Deep Learning

被引：0

作者：

Buyukyilmaz, Mucahit ^{[1
]}

Cibikdiken, Ali Osman ^{[2
]}

机构：

[1] Necmettin Erbakan Univ, Adv Computat & Data Anal Lab, Konya, Turkey

[2] Necmettin Erbakan Univ, Dept Comp Engn, Konya, Turkey

来源：

PROCEEDINGS OF 2016 INTERNATIONAL CONFERENCE ON MODELING, SIMULATION AND OPTIMIZATION TECHNOLOGIES AND APPLICATIONS (MSOTA2016) | 2016年 / 58卷

关键词：

deep learning; voice recognition; multilayer perceptron networks;

D O I：

暂无

中图分类号：

C93 [管理学]; O22 [运筹学];

学科分类号：

070105 ; 12 ; 1201 ; 1202 ; 120202 ;

摘要：

In this article, a Multilayer Perceptron (MLP) deep learning model has been described to recognize voice gender. The data set have 3,168 recorded samples of male and female voices. The samples are produced by using acoustic analysis. An MLP deep learning algorithm has been applied to detect gender-specific traits. Our model achieves 96.74% accuracy on the test data set. Also the interactive web page has been built for recognition gender of voice.

引用

页码：409 / 411

页数：3

共 50 条

[1] Gender Recognition by Voice Using Machine Learning
Bhatia, Rohit
Singh, Nagendra Pratap
ADVANCED NETWORK TECHNOLOGIES AND INTELLIGENT COMPUTING, ANTIC 2021, 2022, 1534 : 307 - 318
[2] Gender Recognition by Voice using Machine Learning Techniques
Jain, Sweta
Pandey, Neha
Choudhari, Vaidehi
Yawalkar, Pratik
Admane, Amey
INTERNATIONAL JOURNAL OF NEXT-GENERATION COMPUTING, 2023, 14 (01): : 175 - 181
[3] Gender Detection Using Voice Through Deep Learning
Enriquez, Vanessa Garza
Singh, Madhusudan
INTELLIGENT HUMAN COMPUTER INTERACTION, IHCI 2021, 2022, 13184 : 548 - 555
[4] A Robust Approach for Gender Recognition using Deep Learning
Arora, Shefali
Bhatia, M. P. S.
2018 9TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT), 2018,
[5] Deep Learning for Gender Recognition
Deng, Qili
Xu, Yong
Wang, Jinghua
Sun, Kai
2015 INTERNATIONAL CONFERENCE ON COMPUTERS, COMMUNICATIONS, AND SYSTEMS (ICCCS), 2015, : 206 - 209
[6] Framework for gender recognition using voice
Sharma, Gyanendra
Mala, Shuchi
PROCEEDINGS OF THE CONFLUENCE 2020: 10TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, DATA SCIENCE & ENGINEERING, 2020, : 32 - 37
[7] Gender Recognition of Bangla Names Using Deep Learning Approaches
Kabir, Md. Humaun
Ahmad, Faruk
Hasan, Md. Al Mehedi
Shin, Jungpil
APPLIED SCIENCES-BASEL, 2023, 13 (01):
[8] A Voice-Based Emotion Recognition System Using Deep Learning Techniques
Pantoja, Carlos Guerron
Maya-Olalla, Edgar
Dominguez-Limaico, Hernan M.
Zambrano, Marcelo
Ayala, Carlos Vasquez
Pasquel, Marco Gordillo
INNOVATION AND RESEARCH-SMART TECHNOLOGIES & SYSTEMS, VOL 1, CI3 2023, 2024, 1040 : 155 - 172
[9] Gender and Ethnicity Classification using Deep Learning in Heterogeneous Face Recognition
Narang, Neeru
Bourlai, Thirimachos
2016 INTERNATIONAL CONFERENCE ON BIOMETRICS (ICB), 2016,
[10] Voice Recognition Based on Adaptive MFCC and Deep Learning
Bae, Hyan-Soo
Lee, Ho-Jin
Lee, Suk-Gyu
PROCEEDINGS OF THE 2016 IEEE 11TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2016, : 1542 - 1546

← 1 2 3 4 5 →