Arabic speech emotion recognition employing wav2vec2. 0 and hubert based on baved dataset

O Mohamed, SA Aly - arxiv preprint arxiv:2110.04425, 2021 - arxiv.org
Recently, there have been tremendous research outcomes in the fields of speech
recognition and natural language processing. This is due to the well-developed multi-layers …

Robust feature selection-based speech emotion classification using deep transfer learning

S Akinpelu, S Viriri - Applied Sciences, 2022 - mdpi.com
Speech Emotion Classification (SEC) relies heavily on the quality of feature extraction and
selection from the speech signal. Improvement on this to enhance the classification of …

RETRACTED ARTICLE: A review on emotion recognition from dialect speech using feature optimization and classification techniques

S Thimmaiah - Multimedia Tools and Applications, 2024 - Springer
Emotion recognition from speech has gained prominence across various domains due to its
wide-ranging applications. This paper presents a comprehensive review of advancements in …

Deep Learning Framework for Speech Emotion Classification: A Survey of the State-of-the-Art

S Akinpelu, S Viriri - IEEE Access, 2024 - ieeexplore.ieee.org
The intricate landscape of speech emotion classification poses a captivating yet challenging
realm due to emotions being fundamental to human communication. In recent years, deep …

An enhanced speech emotion recognition using vision transformer

S Akinpelu, S Viriri, A Adegun - Scientific Reports, 2024 - nature.com
In human–computer interaction systems, speech emotion recognition (SER) plays a crucial
role because it enables computers to understand and react to users' emotions. In the past …

Deep Learning, Ensemble and Supervised Machine Learning for Arabic Speech Emotion Recognition

W Ismaiel, A Alhalangy, AOY Mohamed… - … , Technology & Applied …, 2024 - etasr.com
Today, automatic emotion recognition in speech is one of the most important areas of
research in signal processing. Identifying emotional content in Arabic speech is regarded as …

An Intelligent Emotion Recognition System based on Speech Terminologies using Artificial Intelligence Assisted Learning Scheme

N Kapileswar, J Simon, KK Devi… - 2024 Ninth …, 2024 - ieeexplore.ieee.org
From HCI to mental health monitoring, emotion identification from voice signals is an
important and vital task. We provide a novel method for reliable emotion identification from …

Survey on Arabic speech emotion recognition

L Iben Nasr, A Masmoudi… - International Journal of …, 2024 - Springer
Emotions represent a fundamental aspect when evaluating user satisfaction or collecting
customer feedback in human interactions, as well as in the realm of human–computer …

Speech Emotion Recognition System using SVD algorithm with HMM Model

D Sharma, AP Cheema, KK Reddy… - … for Advancement in …, 2023 - ieeexplore.ieee.org
From many years there has been gaining interest in the field of SER using Matlab. SER
states the emotional state by analyzing the input speech. SER has a simple pattern and also …

[PDF][PDF] Conception of speech emotion recognition methods: a review

A Benzirar, M Hamidi, MF Bouami - Indonesian Journal of …, 2025 - researchgate.net
In recent years, speech emotion recognition (SER) has emerged as a pivotal tool for
understanding and enhancing human-computer interaction (HCI), thus garnering significant …