Micro Expression Recognition using Convolution Patch in Vision Transformer

S Indolia, S Nigam, R Singh, VK Singh… - IEEE Access, 2023 - ieeexplore.ieee.org
Humans possess an intrinsic ability to hide their true emotions. Micro-expressions are subtle
changes in facial muscles that are involuntary by nature and easy to hide. To address these …

Multi-channel Capsule Network for Micro-expression Recognition with Multiscale Fusion

Z Xie, J Fan, S Cheng - Multimedia Tools and Applications, 2024 - Springer
Abstract Facial micro-expression (ME), consisting of uncontrollable muscle movements in
faces, is an important clue for revealing real people's feelings. Due to the short duration and …

Micro-expression recognition based on euler video magnification and 3D residual network under imbalanced sample

L Zhu, Y He, X Yang, H Li, X Long - Engineering Research …, 2024 - iopscience.iop.org
A student's verbal behavior plays a crucial role in education, while nonverbal behavior, such
as micro-expressions, significantly improves teaching quality. To address the problem of …

Ameliorate grasshopper optimization algorithm based long short term memory classification for face emotion recognition system

S CH, VP - Multimedia Tools and Applications, 2024 - Springer
Abstract Face Emotion Recognition (FER) has become a vital need for human interaction
with machines in the virtual world. In virtual classroom, the emotional states of the students …

Sentiment analysis from face expressions based on image processing using deep learning methods

OE Aksoy, S Güney - Journal of Advanced Research in Natural and …, 2022 - dergipark.org.tr
In this study, the classification study of human facial expressions in real-time images is
discussed. Implementing this work in software have some benefits for us. For example …

Micro-expression recognition using a multi-scale feature extraction network with attention mechanisms

Y Wang, Q Zhang, X Shu - Signal, Image and Video Processing, 2024 - Springer
Micro-expressions are instantaneous flashes of facial expressions that reveal a person's true
feelings and emotions. Micro-expression recognition (MER) is challenging due to its low …

[HTML][HTML] Microexpression recognition model based on non negative matrix decomposition in intelligent classroom

M Li, J Li - Intelligent Systems with Applications, 2024 - Elsevier
At present, intelligent systems with the function of automatic micro expression recognition
are gradually applied in intelligent classrooms, but there is still a problem of low recognition …

Micro-expression Recognition Based on Apex Frame Using Deep Learning

X Wang, X Shen - … on Natural Computation, Fuzzy Systems and …, 2023 - ieeexplore.ieee.org
Emotions reflect human's inner feelings. The precise recognition of emotions is the key to
social communication and human-computer interaction. Micro-expression (ME) cannot be …

Expression identification and emotional classification of students in job interviews based on image processing

L Cui, W Kong, Y Sun, L Shao - Traitement du Signal, 2022 - search.proquest.com
The performance of college students in job interviews can be significantly promoted, if they
are guided properly to identify and regulate negative emotions. However, the existing …

Micro-expression recognition method based on CNN-LSTM hybrid network

W Qingqing - International Journal of Wireless and Mobile …, 2022 - inderscienceonline.com
Micro-expression has the characteristics of short duration and weak intensity, which makes it
difficult to recognise. This paper is mainly to study the recognition of micro-expressions …