Facial sentiment analysis using AI techniques: state-of-the-art, taxonomies, and challenges

K Patel, D Mehta, C Mistry, R Gupta, S Tanwar… - IEEE …, 2020 - ieeexplore.ieee.org
With the advancements in machine and deep learning algorithms, the envision of various
critical real-life applications in computer vision becomes possible. One of the applications is …

Identifying emotions from facial expressions using a deep convolutional neural network-based approach

G Meena, KK Mohbey, A Indian, MZ Khan… - Multimedia Tools and …, 2024 - Springer
Sentiment identification on facial expression is an interesting study domain with applications
in various disciplines, including security, health, and human-machine interfaces. The main …

Facial emotion recognition using conventional machine learning and deep learning methods: Current achievements, analysis and remaining challenges

AR Khan - Information, 2022 - mdpi.com
Facial emotion recognition (FER) is an emerging and significant research area in the pattern
recognition domain. In daily life, the role of non-verbal communication is significant, and in …

Deep convolution network based emotion analysis towards mental health care

Z Fei, E Yang, DDU Li, S Butler, W Ijomah, X Li, H Zhou - Neurocomputing, 2020 - Elsevier
Facial expressions play an important role during communications, allowing information
regarding the emotional state of an individual to be conveyed and inferred. Research …

Facial emotion recognition in verbal communication based on deep learning

MF Alsharekh - Sensors, 2022 - mdpi.com
Facial emotion recognition from facial images is considered a challenging task due to the
unpredictable nature of human facial expressions. The current literature on emotion …

Understanding deep learning techniques for recognition of human emotions using facial expressions: A comprehensive survey

M Karnati, A Seal, D Bhattacharjee… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Emotion recognition plays a significant role in cognitive psychology research. However,
measuring emotions is a challenging task. Thus, several approaches have been designed …

New trends in emotion recognition using image analysis by neural networks, a systematic review

AL Cîrneanu, D Popescu, D Iordache - Sensors, 2023 - mdpi.com
Facial emotion recognition (FER) is a computer vision process aimed at detecting and
classifying human emotional expressions. FER systems are currently used in a vast range of …

Real-time facial expression recognition using smoothed deep neural network ensemble

NK Benamara, M Val-Calvo… - Integrated …, 2021 - content.iospress.com
Facial emotion recognition (FER) has been extensively researched over the past two
decades due to its direct impact in the computer vision and affective robotics fields …

Facial expression recognition using convolutional neural network with data augmentation

TU Ahmed, S Hossain, MS Hossain… - 2019 Joint 8th …, 2019 - ieeexplore.ieee.org
Detecting emotion from facial expression has become an urgent need because of its
immense applications in artificial intelligence such as human-computer collaboration, data …

A survey on facial emotion recognition techniques: A state-of-the-art literature review

FZ Canal, TR Müller, JC Matias, GG Scotton… - Information …, 2022 - Elsevier
In this survey, a systematic literature review of the state-of-the-art on emotion expression
recognition from facial images is presented. The paper has as main objective arise the most …