AIMC Topic: Automated Facial Recognition

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Real-time facial recognition via multitask learning on raspberry Pi.

Scientific reports Aug 4, 2025
This paper investigates the feasibility of multi-task learning (MTL) for facial recognition on the Raspberry Pi, a low-cost single-board computer, demonstrating its ability to perform complex deep learning tasks in real time. Using MobileNet, MobileN...
Humans Automated Facial Recognition Face Facial Recognition Male Deep Learning Female
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An interactive information based DCNN-BiLSTM model with dual attention mechanism for facial expression recognition.

Scientific reports Jul 19, 2025
Human's facial expressions and emotions have direct impact on their action and decision-making abilities. Basic CNN models are complexity of speeding up the operation to minimize the complexity. In this paper, we have proposed a Deep Convolutional Ne...
Facial Expression Facial Recognition Attention Automated Facial Recognition Neural Networks, Computer Humans Algorithms
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Multiscale wavelet attention convolutional network for facial expression recognition.

Scientific reports Jul 1, 2025
Deep learning techniques, particularly Convolutional Neural Networks (CNNs), have been widely recognized as effective tools for facial expression recognition applications. The accuracy of facial expression recognition application requires further enh...
Facial Expression Neural Networks, Computer Wavelet Analysis Deep Learning Automated Facial Recognition Humans
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Auxiliary Teaching and Student Evaluation Methods Based on Facial Expression Recognition in Medical Education.

JMIR human factors May 22, 2025
Traditional medical education encounters several challenges. The introduction of advanced facial expression recognition technology offers a new approach to address these issues. The aim of the study is to propose a medical education-assisted teaching...
Humans Automated Facial Recognition Education, Medical Facial Expression Students, Medical Deep Learning Teaching
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A generative adversarial network-based accurate masked face recognition model using dual scale adaptive efficient attention network.

Scientific reports May 21, 2025
Masked identification of faces is necessary for authentication purposes. Face masks are frequently utilized in a wide range of professions and sectors including public safety, health care, schooling, catering services, production, sales, and shipping...
Facial Recognition Generative Adversarial Networks Biometric Identification Masks Neural Networks, Computer Deep Learning Automated Facial Recognition Face Image Processing, Computer-Assisted Humans
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Driver facial emotion tracking using an enhanced residual network with weighted fusion of channel and spatial attention.

Scientific reports Apr 12, 2025
Facial expression recognition (FER) plays a crucial role in interpreting human emotions and intentions in real-life applications, such as advanced driver assistance systems. However, it faces challenges due to subtle facial variations, environmental ...
Facial Expression Facial Recognition Attention Automated Facial Recognition Humans Algorithms Emotions Neural Networks, Computer
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Neural network-based ensemble approach for multi-view facial expression recognition.

PloS one Mar 19, 2025
In this paper, we developed a pose-aware facial expression recognition technique. The proposed technique employed K nearest neighbor for pose detection and a neural network-based extended stacking ensemble model for pose-aware facial expression recog...
Face Algorithms Facial Expression Humans Bayes Theorem Neural Networks, Computer Automated Facial Recognition
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DCAlexNet: Deep coupled AlexNet for micro facial expression recognition based on double face images.

Computers in biology and medicine Mar 12, 2025
Facial Micro-Expression Recognition (FER) presents challenges due to individual variations in emotional intensity and the complexity of feature extraction. While apex frames offer valuable emotional information, their precise role in FER remains uncl...
Face Facial Expression Neural Networks, Computer Convolutional Neural Networks Databases, Factual Humans Female Image Processing, Computer-Assisted Male Automated Facial Recognition Deep Learning
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Portable and Self-Powered Sensing AI-Enabled Mask for Emotional Recognition in Virtual Reality.

ACS applied materials & interfaces Mar 12, 2025
With the increasing development of metaverse and human-computer interaction (HMI) technologies, artificial intelligence (AI) applications in virtual reality (VR) environments are receiving significant attention. This study presents a self-sensing fac...
Artificial Intelligence Facial Recognition Machine Learning Humans Algorithms Emotions Automated Facial Recognition Virtual Reality Masks
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Global Cross-Entropy Loss for Deep Face Recognition.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society Mar 11, 2025
Contemporary deep face recognition techniques predominantly utilize the Softmax loss function, designed based on the similarities between sample features and class prototypes. These similarities can be categorized into four types: in-sample target si...
Automated Facial Recognition Face Biometric Identification Algorithms Deep Learning Entropy Databases, Factual Image Processing, Computer-Assisted Humans
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