Facial expression recognition of instructor using deep features and extreme learning machine

YK Bhatti, A Jamil, N Nida, MH Yousaf… - Computational …, 2021 - Wiley Online Library
Classroom communication involves teacher's behavior and student's responses. Extensive
research has been done on the analysis of student's facial expressions, but the impact of …

Facial expression recognition of online learners from real-time videos using a novel deep learning model

M Jagadeesh, B Baranidharan - Multimedia Systems, 2022 - Springer
In every learning setting, in classrooms or online, a student's emotions throughout course
involvement play a critical role. It employs disturbing, excite, and eye and head movement …

A new facial expression recognition based on curvelet transform and online sequential extreme learning machine initialized with spherical clustering

A Uçar, Y Demir, C Güzeliş - Neural Computing and Applications, 2016 - Springer
In this paper, a novel algorithm is proposed for facial expression recognition by integrating
curvelet transform and online sequential extreme learning machine (OSELM) with radial …

Real-time facial expression recognition using deep learning with application in the active classroom environment

D Dukić, A Sovic Krzic - Electronics, 2022 - mdpi.com
The quality of a teaching method used in a classroom can be assessed by observing the
facial expressions of students. To automate this, Facial Expression Recognition (FER) can …

[PDF][PDF] Extreme learning machine ensemble using bagging for facial expression recognition

D Ghimire, J Lee - Journal of Information Processing Systems, 2014 - koreascience.kr
An extreme learning machine (ELM) is a recently proposed learning algorithm for a single-
layer feed forward neural network. In this paper we studied the ensemble of ELM by using a …

Recognition of teachers' facial expression intensity based on convolutional neural network and attention mechanism

K Zheng, D Yang, J Liu, J Cui - IEEE access, 2020 - ieeexplore.ieee.org
The evaluations of traditional teaching quality are mainly subjective, and there is a lack of
fine-grained objective data to support the evaluation of teaching states in the classroom. In …

A novel enhanced convolution neural network with extreme learning machine: facial emotional recognition in psychology practices

N Banskota, A Alsadoon, PWC Prasad… - Multimedia Tools and …, 2023 - Springer
Facial emotional recognition is one of the essential tools used by recognition psychology to
diagnose patients. Face and facial emotional recognition are areas where machine learning …

Facial expression recognition using dynamic local ternary patterns with kernel extreme learning machine classifier

S Saurav, R Saini, S Singh - IEEE Access, 2021 - ieeexplore.ieee.org
Rapid growth in advanced human-computer interaction (HCI) based applications has led to
the immense popularity of facial expression recognition (FER) research among computer …

Intelligent facial expression recognition and classification using optimal deep transfer learning model

AA Albraikan, JS Alzahrani, R Alshahrani… - Image and Vision …, 2022 - Elsevier
Facial expression is commonly utilized by humans to deliver their mood and emotional state
to other people. Facial expression recognition (FER) becomes a hot research area in recent …

Facial expression recognition via broad learning system

T Zhang, Z Liu, XH Wang, XF Xing… - … on systems, man …, 2018 - ieeexplore.ieee.org
In recent years, research on facial expression recognition (FER) has become an
increasingly active research topic. Deep learning is a new area, which gives a new way to …