An efficient deep learning technique for facial emotion recognition

A Khattak, MZ Asghar, M Ali, U Batool - Multimedia Tools and Applications, 2022 - Springer
Emotion recognition from facial images is considered as a challenging task due to the
varying nature of facial expressions. The prior studies on emotion classification from facial …

A novel approach for facial expression recognition based on Gabor filters and genetic algorithm

A Boughida, MN Kouahla, Y Lafifi - Evolving Systems, 2022 - Springer
This paper introduces a new facial expression recognition method based on Gabor filters
and a genetic algorithm. Gabor features are extracted from regions of interest of the human …

Feature fusion of multi-granularity and multi-scale for facial expression recognition

H Xia, L Lu, S Song - The Visual Computer, 2024 - Springer
Although great progress has been made in facial expression recognition, it still faces
challenges such as occlusion and pose changes in real-world scenario. To address this …

Ventral-Dorsal attention capsule network for facial expression recognition

Z Qian, J Mu, F Tian - Digital Signal Processing, 2023 - Elsevier
Recent deep learning-based approaches on facial expression recognition face challenges
on achieving optimal solution due to ineffective extraction of semantic expression features …

Deep facial emotion recognition in video using eigenframes

N Hajarolasvadi, H Demirel - IET Image Processing, 2020 - Wiley Online Library
Recently, video‐based facial emotion recognition (FER) has been an attractive topic in the
computer vision society. However, processing several hundreds of frames for a single video …

Emorec: a new approach for detecting and improving the emotional state of learners in an e-learning environment

MN Kouahla, A Boughida, I Chebata… - Interactive Learning …, 2023 - Taylor & Francis
In e-learning environments, several activities are offered to learners, including learning and
assessment activities. During these activities, the learner may encounter difficulties, such as …

Internet of Things: Analysis of suspicious behaviour in a surveillance camera network

AE Benrazek - 2021 - dspace.univ-guelma.dz
The work presented in this Ph. D. thesis focuses on developing a large-scale distributed
video surveillance system for tracking suspicious moving objects and analysing their …

A facial expression recognition network based on attention double branch enhanced fusion

W Wang, M Jia - PeerJ Computer Science, 2024 - peerj.com
The facial expression reflects a person's emotion, cognition, and even physiological or
mental state to a large extent. It has important application value in medical treatment …

A dual attention module for real-time facial expression recognition

MD Putro, DL Nguyen, KH Jo - IECON 2020 The 46th Annual …, 2020 - ieeexplore.ieee.org
In this paper, a real-time face expression based on a Convolutional Neural Network with a
Dual Attention Module is presented for classifying various facial emotions. The system …

Classroom monitoring system based on facial expression recognition

B Zhang, D Wei, Q Zhang, W Si, X Li… - 2021 20th International …, 2021 - ieeexplore.ieee.org
Facial expressions are important information that reflects human emotions. Recognizing
dynamic expressions of students in class, 8 kinds of emotions are selected for application …