A comprehensive review of speech emotion recognition systems

TM Wani, TS Gunawan, SAA Qadri, M Kartiwi… - IEEE …, 2021 - ieeexplore.ieee.org
During the last decade, Speech Emotion Recognition (SER) has emerged as an integral
component within Human-computer Interaction (HCI) and other high-end speech processing …

A survey of speech emotion recognition in natural environment

MS Fahad, A Ranjan, J Yadav, A Deepak - Digital signal processing, 2021 - Elsevier
While speech emotion recognition (SER) has been an active research field since the last
three decades, the techniques that deal with the natural environment have only emerged in …

Improved speech emotion recognition with Mel frequency magnitude coefficient

J Ancilin, A Milton - Applied Acoustics, 2021 - Elsevier
Automatic speech emotion recognition using machine learning is a demanding research
topic in the field of affective computing. Identifying the speech features for speech emotion …

Two-way feature extraction for speech emotion recognition using deep learning

A Aggarwal, A Srivastava, A Agarwal, N Chahal… - Sensors, 2022 - mdpi.com
Recognizing human emotions by machines is a complex task. Deep learning models
attempt to automate this process by rendering machines to exhibit learning capabilities …

Deep learning-based late fusion of multimodal information for emotion classification of music video

YR Pandeya, J Lee - Multimedia Tools and Applications, 2021 - Springer
Affective computing is an emerging area of research that aims to enable intelligent systems
to recognize, feel, infer and interpret human emotions. The widely spread online and off-line …

An ensemble 1D-CNN-LSTM-GRU model with data augmentation for speech emotion recognition

MR Ahmed, S Islam, AKMM Islam… - Expert Systems with …, 2023 - Elsevier
Precise recognition of emotion from speech signals aids in enhancing human–computer
interaction (HCI). The performance of a speech emotion recognition (SER) system depends …

Impact of feature selection algorithm on speech emotion recognition using deep convolutional neural network

M Farooq, F Hussain, NK Baloch, FR Raja, H Yu… - Sensors, 2020 - mdpi.com
Speech emotion recognition (SER) plays a significant role in human–machine interaction.
Emotion recognition from speech and its precise classification is a challenging task because …

Audio-visual emotion recognition in video clips

F Noroozi, M Marjanovic, A Njegus… - IEEE Transactions …, 2017 - ieeexplore.ieee.org
This paper presents a multimodal emotion recognition system, which is based on the
analysis of audio and visual cues. From the audio channel, Mel-Frequency Cepstral …

Wearable emotion recognition using heart rate data from a smart bracelet

L Shu, Y Yu, W Chen, H Hua, Q Li, J Jin, X Xu - Sensors, 2020 - mdpi.com
Emotion recognition and monitoring based on commonly used wearable devices can play
an important role in psychological health monitoring and human-computer interaction …

Audiovisual emotion recognition in wild

E Avots, T Sapiński, M Bachmann… - Machine Vision and …, 2019 - Springer
People express emotions through different modalities. Utilization of both verbal and
nonverbal communication channels allows to create a system in which the emotional state is …