The Impact of Attention Mechanisms on Speech Emotion Recognition

The Impact of Attention Mechanisms on Speech Emotion Recognition

Speech emotion recognition (SER) plays an important role in real-time applications of human-machine interaction. The Attention Mechanism is widely used to improve the performance of SER. However, the applicable rules of attention mechanism are not deeply discussed. This paper discussed the differenc...

Full description

Bibliographic Details
Main Authors:	Shouyan Chen, Mingyan Zhang, Xiaofen Yang, Zhijia Zhao, Tao Zou, Xinqi Sun
Format:	Article
Language:	English
Published:	MDPI AG 2021-11-01
Series:	Sensors
Subjects:	artificial intelligence speech emotion recognition attention mechanism neural networks
Online Access:	https://www.mdpi.com/1424-8220/21/22/7530

Similar Items

Hybrid LSTM–Attention and CNN Model for Enhanced Speech Emotion Recognition
by: Fazliddin Makhmudov, et al.
Published: (2024-12-01)

2-D Attention Based Convolutional Recurrent Neural Network for Speech Emotion Recognition
by: Akalya Devi C, et al.
Published: (2022-09-01)

In-depth investigation of speech emotion recognition studies from past to present –The importance of emotion recognition from speech signal for AI–
by: Yeşim ÜLGEN SÖNMEZ, et al.
Published: (2024-06-01)

Multi-Stream Convolution-Recurrent Neural Networks Based on Attention Mechanism Fusion for Speech Emotion Recognition
by: Huawei Tao, et al.
Published: (2022-07-01)

Speech Emotion Recognition: Humans vs Machines
by: S. Werner, et al.
Published: (2019-12-01)

A Lightweight Multi-Scale Model for Speech Emotion Recognition
by: Haoming Li, et al.
Published: (2024-01-01)

Transformer-Based Multilingual Speech Emotion Recognition Using Data Augmentation and Feature Fusion
by: Badriyya B. Al-onazi, et al.
Published: (2022-09-01)

Optimizing Speech Emotion Recognition with Machine Learning Based Advanced Audio Cue Analysis
by: Nuwan Pallewela, et al.
Published: (2024-07-01)

The Emotion Probe: On the Universality of Cross-Linguistic and Cross-Gender Speech Emotion Recognition via Machine Learning
by: Giovanni Costantini, et al.
Published: (2022-03-01)

A New Network Structure for Speech Emotion Recognition Research
by: Chunsheng Xu, et al.
Published: (2024-02-01)

Two-Way Feature Extraction for Speech Emotion Recognition Using Deep Learning
by: Apeksha Aggarwal, et al.
Published: (2022-03-01)

Robust Multi-Scenario Speech-Based Emotion Recognition System
by: Fangfang Zhu-Zhou, et al.
Published: (2022-03-01)

A Study on a Speech Emotion Recognition System with Effective Acoustic Features Using Deep Learning Algorithms
by: Sung-Woo Byun, et al.
Published: (2021-02-01)

Persian Speech Emotion Recognition Approach based on Multilayer Perceptron
by: Seyed Mehdi Hoseini
Published: (2021-03-01)

Fusing Visual Attention CNN and Bag of Visual Words for Cross-Corpus Speech Emotion Recognition
by: Minji Seo, et al.
Published: (2020-09-01)

Enhanced Speech Emotion Recognition Using Conditional-DCGAN-Based Data Augmentation
by: Kyung-Min Roh, et al.
Published: (2024-10-01)

Speaker Recognition Using Constrained Convolutional Neural Networks in Emotional Speech
by: Nikola Simić, et al.
Published: (2022-03-01)

Sentiment Analysis and Emotion Recognition from Speech Using Universal Speech Representations
by: Bagus Tris Atmaja, et al.
Published: (2022-08-01)

Speech emotion recognition algorithm based on spectrogram feature extraction of deep space attention feature
by: Jinhua WANG, et al.
Published: (2019-07-01)

Speech emotion recognition algorithm based on spectrogram feature extraction of deep space attention feature
by: Jinhua WANG, et al.
Published: (2019-07-01)

A Feature Fusion Model with Data Augmentation for Speech Emotion Recognition
by: Zhongwen Tu, et al.
Published: (2023-03-01)

Multimodal Emotion Detection via Attention-Based Fusion of Extracted Facial and Speech Features
by: Dilnoza Mamieva, et al.
Published: (2023-06-01)

Deep-Net: A Lightweight CNN-Based Speech Emotion Recognition System Using Deep Frequency Features
by: Tursunov Anvarjon, et al.
Published: (2020-09-01)

Emotional Speech Recognition Using Deep Neural Networks
by: Loan Trinh Van, et al.
Published: (2022-02-01)

Automatic Speech Emotion Recognition of Younger School Age Children
by: Yuri Matveev, et al.
Published: (2022-07-01)

KBES: A dataset for realistic Bangla speech emotion recognition with intensity level
by: Md. Masum Billah, et al.
Published: (2023-12-01)

Emotional Speech Recognition Method Based on Word Transcription
by: Gulmira Bekmanova, et al.
Published: (2022-03-01)

Emotion Recognition in Kurdish Speech from the Sorani Dialect Corpus
by: Omar Nematullah, et al.
Published: (2024-10-01)

Speech emotion recognition based on Graph-LSTM neural network
by: Yan Li, et al.
Published: (2023-10-01)

Optimizing Speech Emotion Recognition with Deep Learning and Grey Wolf Optimization: A Multi-Dataset Approach
by: Suryakant Tyagi, et al.
Published: (2024-02-01)

Speech Emotion Recognition Using Two-Stage Multiple Instance Learning Networks
by: ZHANG Shiqing, CHEN Chen, ZHAO Xiaoming
Published: (2024-12-01)

Design of the Speech Emotion Recognition Model
by: Hanping Ke, et al.
Published: (2023-07-01)

Enhancing Speech Emotions Recognition Using Multivariate Functional Data Analysis
by: Matthieu Saumard
Published: (2023-08-01)

Effective Data Augmentation Techniques for Arabic Speech Emotion Recognition Using Convolutional Neural Networks
by: Wided Bouchelligua, et al.
Published: (2025-02-01)

Optimizing Speech Emotion Recognition with Hilbert Curve and convolutional neural network
by: Zijun Yang, et al.
Published: (2024-01-01)

Multimodal Emotion Recognition Based on Facial Expressions, Speech, and EEG
by: Jiahui Pan, et al.
Published: (2024-01-01)

Multi-Attention Module for Dynamic Facial Emotion Recognition
by: Junnan Zhi, et al.
Published: (2022-04-01)

emoDARTS: Joint Optimization of CNN and Sequential Neural Network Architectures for Superior Speech Emotion Recognition
by: Thejan Rajapakshe, et al.
Published: (2024-01-01)

Speech emotion recognition using machine learning — A systematic review
by: Samaneh Madanian, et al.
Published: (2023-11-01)

Speech Emotion Recognition through Hybrid Features and Convolutional Neural Network
by: Ala Saleh Alluhaidan, et al.
Published: (2023-04-01)