IEEE Transactions on Affective Computing

Article	Citations
EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks	599
Deep Facial Expression Recognition: A Survey	584
Review on Psychological Stress Detection Using Biosignals	263
AMIGOS: A Dataset for Affect, Personality and Mood Research on Individuals and Groups	253
EEG-Based Emotion Recognition Using Regularized Graph Neural Networks	242
GCB-Net: Graph Convolutional Broad Network and Its Application in Emotion Recognition	186
Survey on Emotional Body Gesture Recognition	177
EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention	169
A Bi-Hemisphere Domain Adversarial Neural Network Model for EEG Emotion Recognition	128
Visually Interpretable Representation Learning for Depression Recognition from Facial Images	124
Personalized Multitask Learning for Predicting Tomorrow's Mood, Stress, and Health	118
Feature Extraction and Selection for Emotion Recognition from Electrodermal Activity	116
Utilizing Deep Learning Towards Multi-Modal Bio-Sensing and Vision-Based Affective Computing	109
Automatic Recognition Methods Supporting Pain Assessment: A Survey	108
Self-Supervised ECG Representation Learning for Emotion Recognition	107
Issues and Challenges of Aspect-based Sentiment Analysis: A Comprehensive Survey	104
Deep Learning for Human Affect Recognition: Insights and New Developments	100
From Regional to Global Brain: A Novel Hierarchical Spatial-Temporal Neural Network Model for EEG Emotion Recognition	99
An Efficient LSTM Network for Emotion Recognition From Multichannel EEG Signals	95
Classifying Emotions and Engagement in Online Learning Based on a Single Facial Expression Recognition Neural Network	92
Emotion Recognition on Twitter: Comparative Study and Training a Unison Model	88
Novel Audio Features for Music Emotion Recognition	84
Exploiting Multi-CNN Features in CNN-RNN Based Dimensional Emotion Recognition on the OMG in-the-Wild Dataset	79
Facial Expression Recognition With Visual Transformers and Attentional Selective Fusion	77
An EEG-Based Brain Computer Interface for Emotion Recognition and Its Application in Patients with Disorder of Consciousness	75

Beneath the Tip of the Iceberg: Current Challenges and New Directions in Sentiment Analysis Research	72
Emotion Recognition Based on High-Resolution EEG Recordings and Reconstructed Brain Sources	67
A Mutual Information Based Adaptive Windowing of Informative EEG for Emotion Recognition	67
A Review on Nonlinear Methods Using Electroencephalographic Recordings for Emotion Recognition	61
Integrating Deep and Shallow Models for Multi-Modal Depression Analysis—Hybrid Architectures	60
Video-Based Depression Level Analysis by Encoding Deep Spatiotemporal Features	58
Facial Expression Recognition with Identity and Emotion Joint Learning	58
An Active Learning Paradigm for Online Audio-Visual Emotion Recognition	58
The Ordinal Nature of Emotions: An Emerging Approach	56
Improving Cross-Corpus Speech Emotion Recognition with Adversarial Discriminative Domain Generalization (ADDoG)	51
Feature Selection Based Transfer Subspace Learning for Speech Emotion Recognition	51
Spontaneous Speech Emotion Recognition Using Multiscale Deep Convolutional LSTM	50
Facial Action Unit Detection Using Attention and Relation Learning	49
Multi-Task Semi-Supervised Adversarial Autoencoding for Speech Emotion Recognition	49
All-in-One: Emotion, Sentiment and Intensity Prediction Using a Multi-Task Ensemble Framework	48
Spectral Representation of Behaviour Primitives for Depression Analysis	48
An Improved Empirical Mode Decomposition of Electroencephalogram Signals for Depression Detection	47
A Deeper Look at Facial Expression Dataset Bias	45
Strategies to Utilize the Positive Emotional Contagion Optimally in Crowd Evacuation	44
Computer Vision Analysis for Quantification of Autism Risk Behaviors	44
Multi-Modal Pain Intensity Recognition Based on the SenseEmotion Database	44
Facial Expression Recognition in the Wild Using Multi-Level Features and Attention Mechanisms	44
Induction and Profiling of Strong Multi-Componential Emotions in Virtual Reality	44
A Case-Based Reasoning Model for Depression Based on Three-Electrode EEG Data	44
Facial Expression Recognition With Deeply-Supervised Attention Network	42
SparseDGCNN: Recognizing Emotion From Multichannel EEG Signals	42
TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition	42
The Biases of Pre-Trained Language Models: An Empirical Study on Prompt-Based Sentiment Analysis and Emotion Detection	41
Adapting Software with Affective Computing: A Systematic Review	39
Discrete Probability Distribution Prediction of Image Emotions with Shared Sparse Learning	39
Feature Pooling of Modulation Spectrum Features for Improved Speech Emotion Recognition in the Wild	38
Inter-Brain EEG Feature Extraction and Analysis for Continuous Implicit Emotion Tagging During Video Watching	38
Analysis and Classification of Cold Speech Using Variational Mode Decomposition	37
First Impressions: A Survey on Vision-Based Apparent Personality Trait Analysis	36
Facial Expression Recognition Using a Temporal Ensemble of Multi-Level Convolutional Neural Networks	36
A Survey of Textual Emotion Recognition and Its Challenges	35
Automatic Detection of Mind Wandering from Video in the Lab and in the Classroom	35
A Bayesian Deep Learning Framework for End-To-End Prediction of Emotion From Heartbeat	35
Multi-Feature Based Network Revealing the Structural Abnormalities in Autism Spectrum Disorder	34
Dynamic Micro-Expression Recognition Using Knowledge Distillation	34
Meta-Based Self-Training and Re-Weighting for Aspect-Based Sentiment Analysis	33
Audio Features for Music Emotion Recognition: A Survey	33
UBFC-Phys: A Multimodal Database For Psychophysiological Studies of Social Stress	32
ACSEE: Antagonistic Crowd Simulation Model With Emotional Contagion and Evolutionary Game Theory	32
Cross-Cultural and Cultural-Specific Production and Perception of Facial Expressions of Emotion in the Wild	32
Hybrid Contrastive Learning of Tri-Modal Representation for Multimodal Sentiment Analysis	32
Recognizing Induced Emotions of Movie Audiences from Multimodal Information	31
Physiological Detection of Affective States in Children with Autism Spectrum Disorder	31
Fusing of Electroencephalogram and Eye Movement With Group Sparse Canonical Correlation Analysis for Anxiety Detection	31
Modeling Emotion in Complex Stories: The Stanford Emotional Narratives Dataset	31

The MatchNMingle Dataset: A Novel Multi-Sensor Resource for the Analysis of Social Interactions and Group Dynamics In-the-Wild During Free-Standing Conversations and Speed Dates	30
Modeling, Recognizing, and Explaining Apparent Personality From Videos	30
EmoBed: Strengthening Monomodal Emotion Recognition via Training with Crossmodal Emotion Embeddings	30
Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition	29
Multimodal Spatiotemporal Representation for Automatic Depression Level Detection	29
SchiNet: Automatic Estimation of Symptoms of Schizophrenia from Facial Behaviour Analysis	29
Automatic Recognition of Children Engagement from Facial Video Using Convolutional Neural Networks	29
Evoking Physiological Synchrony and Empathy Using Social VR With Biofeedback	29
Multimodal Engagement Analysis From Facial Videos in the Classroom	29
Depression Level Prediction Using Deep Spatiotemporal Features and Multilayer Bi-LTSM	29
Beyond Mobile Apps: A Survey of Technologies for Mental Well-Being	29
Improving Attention Model Based on Cognition Grounded Data for Sentiment Analysis	29
MDN: A Deep Maximization-Differentiation Network for Spatio-Temporal Depression Detection	29
The Multimodal Sentiment Analysis in Car Reviews (MuSe-CaR) Dataset: Collection, Insights and Improvements	28
Interpretation of Depression Detection Models via Feature Selection Methods	28
Segment-Based Methods for Facial Attribute Detection from Partial Faces	28
Virtual Reality for Emotion Elicitation – A Review	27
Conveying Emotions Through Device-Initiated Touch	27
A Spontaneous Driver Emotion Facial Expression (DEFE) Dataset for Intelligent Vehicles: Emotions Triggered by Video-Audio Clips in Driving Scenarios	27
Multi-Fusion Residual Memory Network for Multimodal Human Sentiment Comprehension	26
FLEPNet: Feature Level Ensemble Parallel Network for Facial Expression Recognition	26
A Novel Classification Strategy to Distinguish Five Levels of Pain Using the EEG Signal Features	26
EmoNet: A Transfer Learning Framework for Multi-Corpus Speech Emotion Recognition	26
Generalized Two-Stage Rank Regression Framework for Depression Score Prediction from Speech	26
Classification of Interbeat Interval Time-Series Using Attention Entropy	26
Acute Stress State Classification Based on Electrodermal Activity Modeling	26
Unsupervised Learning in Reservoir Computing for EEG-Based Emotion Recognition	25
A Novel Sentiment Polarity Detection Framework for Chinese	25
Artificial Emotional Intelligence in Socially Assistive Robots for Older Adults: A Pilot Study	25
DepecheMood++: A Bilingual Emotion Lexicon Built Through Simple Yet Powerful Techniques	25
Co-Clustering to Reveal Salient Facial Features for Expression Recognition	25
Local Temporal Pattern and Data Augmentation for Spotting Micro-Expressions	25
A Deep Multiscale Spatiotemporal Network for Assessing Depression From Facial Dynamics	25
Detecting Unipolar and Bipolar Depressive Disorders from Elicited Speech Responses Using Latent Affective Structure Model	25
Deep Learning for Micro-Expression Recognition: A Survey	25
Lexicon-Based Sentiment Convolutional Neural Networks for Online Review Analysis	24
Adapted Dynamic Memory Network for Emotion Recognition in Conversation	24
Survey of Deep Representation Learning for Speech Emotion Recognition	24
Deep Learning for Spatio-Temporal Modeling of Dynamic Spontaneous Emotions	24
Automatic Recognition of Facial Displays of Unfelt Emotions	23
Emotion Recognition for Everyday Life Using Physiological Signals From Wearables: A Systematic Literature Review	23
GANSER: A Self-Supervised Data Augmentation Framework for EEG-Based Emotion Recognition	23
Speech Synthesis for the Generation of Artificial Personality	23
ENGAGE-DEM: A Model of Engagement of People With Dementia	23
Micro and Macro Facial Expression Recognition Using Advanced Local Motion Patterns	22
Deep Multi-Task Multi-Label CNN for Effective Facial Attribute Classification	22
Behavioral and Physiological Signals-Based Deep Multimodal Approach for Mobile Emotion Recognition	22
A Psychologically Inspired Fuzzy Cognitive Deep Learning Framework to Predict Crowd Behavior	22
Speech-Driven Expressive Talking Lips with Conditional Sequential Generative Adversarial Networks	22
A Comprehensive and Context-Sensitive Neonatal Pain Assessment Using Computer Vision	22
Neural Attentive Network for Cross-Domain Aspect-Level Sentiment Classification	22
Multiple Instance Learning for Emotion Recognition Using Physiological Signals	22
Personality Traits Classification Using Deep Visual Activity-Based Nonverbal Features of Key-Dynamic Images	21
Spatio-Temporal Encoder-Decoder Fully Convolutional Network for Video-Based Dimensional Emotion Recognition	21
On the Influence of Affect in EEG-Based Subject Identification	20
PersEmoN: A Deep Network for Joint Analysis of Apparent Personality, Emotion and Their Relationship	20
Objectivity and Subjectivity in Aesthetic Quality Assessment of Digital Photographs	20
Hierarchical Interactive Multimodal Transformer for Aspect-Based Multimodal Sentiment Analysis	20
MERASTC: Micro-Expression Recognition Using Effective Feature Encodings and 2D Convolutional Neural Network	20
Empirical Evidence Relating EEG Signal Duration to Emotion Classification Performance	20
Regression Guided by Relative Ranking Using Convolutional Neural Network (R3 CNN) for Facial Beauty Prediction	19
Short and Long Range Relation Based Spatio-Temporal Transformer for Micro-Expression Recognition	19
Human Observer and Automatic Assessment of Movement Related Self-Efficacy in Chronic Pain: From Exercise to Functional Activity	19
BReG-NeXt: Facial Affect Computing Using Adaptive Residual Networks With Bounded Gradient	19
Stimulus Sampling With 360-Videos: Examining Head Movements, Arousal, Presence, Simulator Sickness, and Preference on a Large Sample of Participants and Videos	19
Investigation of Speech Landmark Patterns for Depression Detection	19
Multi-Label Emotion Detection via Emotion-Specified Feature Extraction and Emotion Correlation Learning	19
Self-Supervised Learning of Person-Specific Facial Dynamics for Automatic Personality Recognition	19
Automatic Emotion Recognition for Groups: A Review	19
Gaming Away Stress: Using Biofeedback Games to Learn Paced Breathing	19
On the Effect of Observed Subject Biases in Apparent Personality Analysis From Audio-Visual Signals	19
Prediction of Depression Severity Based on the Prosodic and Semantic Features With Bidirectional LSTM and Time Distributed CNN	18
EEG-Based Emotion Recognition via Neural Architecture Search	18
The Recognition of Multiple Anxiety Levels Based on Electroencephalograph	18
A Dual-Branch Dynamic Graph Convolution Based Adaptive TransFormer Feature Fusion Network for EEG Emotion Recognition	18
Deep Temporal Analysis for Non-Acted Body Affect Recognition	18
A Multi-Modal Stacked Ensemble Model for Bipolar Disorder Classification	18
Vision Transformer With Attentive Pooling for Robust Facial Expression Recognition	18
Multimodal Classification of Stressful Environments in Visually Impaired Mobility Using EEG and Peripheral Biosignals	18
STCAM: Spatial-Temporal and Channel Attention Module for Dynamic Facial Expression Recognition	18

Towards Transparent Robot Learning Through TDRL-Based Emotional Expressions	18
A Scalable Off-the-Shelf Framework for Measuring Patterns of Attention in Young Children and Its Application in Autism Spectrum Disorder	17
Predicting Personality from Book Preferences with User-Generated Content Labels	17
Unobtrusive Inference of Affective States in Virtual Rehabilitation from Upper Limb Motions: A Feasibility Study	17
Exploring Self-Attention Graph Pooling With EEG-Based Topological Structure and Soft Label for Depression Detection	17
Intensional Learning to Efficiently Build Up Automatically Annotated Emotion Corpora	17
Efficient Multimodal Transformer With Dual-Level Feature Restoration for Robust Multimodal Sentiment Analysis	17
Domain-Incremental Continual Learning for Mitigating Bias in Facial Expression and Action Unit Recognition	17
Multi-Modal Sarcasm Detection and Humor Classification in Code-Mixed Conversations	17
Deep Multi-Modal Network Based Automated Depression Severity Estimation	16
Recognition of Advertisement Emotions With Application to Computational Advertising	16
Leveraging Affective Hashtags for Ranking Music Recommendations	16
ICA-Evolution Based Data Augmentation with Ensemble Deep Neural Networks Using Time and Frequency Kernels for Emotion Recognition from EEG-Data	16
Facial Depression Recognition by Deep Joint Label Distribution and Metric Learning	16
Phase Space Reconstruction Driven Spatio-Temporal Feature Learning for Dynamic Facial Expression Recognition	16
Unraveling ML Models of Emotion With NOVA: Multi-Level Explainable AI for Non-Experts	16
The Pixels and Sounds of Emotion: General-Purpose Representations of Arousal in Games	16
What’s Your Laughter Doing There? A Taxonomy of the Pragmatic Functions of Laughter	16
Detecting Mental Disorders in Social Media Through Emotional Patterns - The Case of Anorexia and Depression	16
Variational Instance-Adaptive Graph for EEG Emotion Recognition	16