IEEE Transactions on Affective Computing

Papers
(The median citation count of IEEE Transactions on Affective Computing is 6. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-09-01 to 2025-09-01.)
ArticleCitations
Major Depressive Disorder Detection Using Graph Domain Adaptation With Global Message-Passing Based on EEG Signals921
From EEG to Eye Movements: Cross-modal Emotion Recognition Using Constrained Adversarial Network with Dual Attention503
Progressive Masking Oriented Self-Taught Learning for Occluded Facial Expression Recognition468
A High-Quality Landmarked Infrared Eye Video Dataset (IREye4Task): Eye Behaviors, Insights and Benchmarks for Wearable Mental State Analysis326
Classifying Suicide-Related Content and Emotions on Twitter Using Graph Convolutional Neural Networks276
Mouse-cursor Tracking: Simple Scoring Algorithms That Make It Work225
Sparse Emotion Dictionary and CWT Spectrogram Fusion With Multi-Head Self-Attention for Depression Recognition in Parkinson's Disease Patients219
Mechanoreceptive Aβ Primary Afferents Discriminate Naturalistic Social Touch Inputs at a Functionally Relevant Time Scale219
Perceived Conversation Quality in Spontaneous Interactions218
Does Gamified Breath-Biofeedback Promote Adherence, Relaxation, and Skill Transfer in the Wild?194
Automatic Estimation of Action Unit Intensities and Inference of Emotional Appraisals190
Facial Expression Recognition Using a Temporal Ensemble of Multi-Level Convolutional Neural Networks169
CAETFN: Context Adaptively Enhanced Text-Guided Fusion Network for Multimodal Sentiment Analysis161
Towards Contrastive Context-Aware Conversational Emotion Recognition161
ATTSF-Net: Attention-based Similarity Fusion Network for Audio-Visual Emotion Recognition151
Cost-Sensitive Boosting Pruning Trees for Depression Detection on Twitter142
DGC-Link: Dual-Gate Chebyshev Linkage Network on EEG Emotion Recognition135
Effects of Computerized Emotional Training on Children with High Functioning Autism120
Fusing of Electroencephalogram and Eye Movement With Group Sparse Canonical Correlation Analysis for Anxiety Detection120
ECPEC: Emotion-Cause Pair Extraction in Conversations120
The Acoustically Emotion-Aware Conversational Agent With Speech Emotion Recognition and Empathetic Responses101
A Classification Framework for Depressive Episode Using R-R Intervals From Smartwatch100
Vision Transformer With Attentive Pooling for Robust Facial Expression Recognition100
The Deep Method: Towards Computational Modeling of the Social Emotion Shame Driven by Theory, Introspection, and Social Signals98
An Efficient Framework for Constructing Speech Emotion Corpus Based on Integrated Active Learning Strategies96
When is a Haptic Message Like an Inside Joke? Digitally Mediated Emotive Communication Builds on Shared History95
Facial Image-Based Automatic Assessment of Equine Pain94
UBFC-Phys: A Multimodal Database For Psychophysiological Studies of Social Stress89
Review on Psychological Stress Detection Using Biosignals87
A Multi-Componential Approach to Emotion Recognition and the Effect of Personality87
Continuous Emotion Ambiguity Prediction: Modeling With Beta Distributions86
Emotion Arousal Assessment Based on Multimodal Physiological Signals for Game Users85
EEG Microstates and fNIRS Metrics Reveal the Spatiotemporal Joint Neural Processing Features of Human Emotions84
Learning Users Inner Thoughts and Emotion Changes for Social Media Based Suicide Risk Detection82
The Recognition of Multiple Anxiety Levels Based on Electroencephalograph82
SparseDGCNN: Recognizing Emotion From Multichannel EEG Signals81
AM-ConvBLS: Adaptive Manifold Convolutional Broad Learning System for Cross-Session and Cross-Subject Emotion Recognition80
Are 3D Face Shapes Expressive Enough for Recognising Continuous Emotions and Action Unit Intensities?79
Hierarchical Multiscale Recurrent Neural Networks for Detecting Suicide Notes77
Smart Affect Monitoring With Wearables in the Wild: An Unobtrusive Mood-Aware Emotion Recognition System76
Automatic Detection of Reflective Thinking in Mathematical Problem Solving Based on Unconstrained Bodily Exploration76
MPRNet: a Temporal-Aware Cross-Modal Encoding Framework for Personality Recognition73
Enhancing Cross-Dataset EEG Emotion Recognition: A Novel Approach with Emotional EEG Style Transfer Network72
The Diagnosis Method of Major Depressive Disorder Using Wavelet Coherence and State-Pathology Separation Network72
Transformer-Based Self-Supervised Multimodal Representation Learning for Wearable Emotion Recognition71
Cluster-Level Contrastive Learning for Emotion Recognition in Conversations71
Subjective Fear in Virtual Reality: A Linear Mixed-Effects Analysis of Skin Conductance70
GHA: A Gated Hierarchical Attention Mechanism for the Detection of Abusive Language in Social Media69
LGSNet: A Two-Stream Network for Micro- and Macro-Expression Spotting With Background Modeling68
Improved Video Emotion Recognition With Alignment of CNN and Human Brain Representations68
Non-Invasive Measurement of Trust in Group Interactions66
A Micro-Expression Recognition Network Based on Attention Mechanism and Motion Magnification64
Leveraging the Deep Learning Paradigm for Continuous Affect Estimation from Facial Expressions63
Towards Cyberbullying Detection: Building, Benchmarking and Longitudinal Analysis of Aggressiveness and Conflicts/Attacks Datasets from Twitter61
An Enroll-to-Verify Approach for Cross-Task Unseen Emotion Class Recognition59
Effects of Algorithmic Transparency on User Experience and Physiological Responses in Affect-Aware Task Adaptation59
Age Against the Machine: How Age Relates to Listeners' Ability to Recognize Emotions in Robots' Semantic-Free Utterances59
MECA: Manipulation With Emotional Intensity-Aware Contrastive Learning and Attention-Based Discriminative Learning57
Computation of Sensory-Affective Relationships Depending on Material Categories of Pictorial Stimuli57
TFAGL: A Novel Agent Graph Learning Method Using Time-Frequency EEG For Major Depressive Disorder Detection57
miMamba: EEG-based Emotion Recognition with Multi-scale Inverted Mamba Models56
Rethinking Emotion Annotations in the Era of Large Language Models56
SMIN: Semi-Supervised Multi-Modal Interaction Network for Conversational Emotion Recognition55
Dynamic Confidence-Aware Multi-Modal Emotion Recognition53
SEED-VII: A Multimodal Dataset of Six Basic Emotions With Continuous Labels for Emotion Recognition52
Fusion and Discrimination: A Multimodal Graph Contrastive Learning Framework for Multimodal Sarcasm Detection51
Multi-Party Conversation Modeling for Emotion Recognition51
Annotate Smarter, not Harder: Using Active Learning to Reduce Emotional Annotation Effort50
Long Short-Term Memory Network Based Unobtrusive Workload Monitoring With Consumer Grade Smartwatches50
AGILE: Attribute-Guided Identity Independent Learning for Facial Expression Recognition50
Methodology to Assess Quality, Presence, Empathy, Attitude, and Attention in 360-degree Videos for Immersive Communications49
Objective Class-Based Micro-Expression Recognition Under Partial Occlusion Via Region-Inspired Relation Reasoning Network49
Partial Label Learning for Emotion Recognition from EEG48
Modeling Category Semantic and Sentiment Knowledge for Aspect-Level Sentiment Analysis48
Nonverbal Leadership in Joint Full-Body Improvisation47
Dynamical Causal Graph Neural Network for EEG Emotion Recognition47
Multi-Label and Multimodal Classifier for Affective States Recognition in Virtual Rehabilitation46
Multimodal Deception Detection Using Real-Life Trial Data46
Hierarchical Shared Encoder With Task-Specific Transformer Layer Selection for Emotion-Cause Pair Extraction46
Guest Editorial: Special Issue on Affective Speech and Language Synthesis, Generation, and Conversion45
Facial Depression Recognition by Deep Joint Label Distribution and Metric Learning45
Few-Shot Learning in Emotion Recognition of Spontaneous Speech Using a Siamese Neural Network With Adaptive Sample Pair Formation44
Domain-Incremental Continual Learning for Mitigating Bias in Facial Expression and Action Unit Recognition44
Group Synchrony for Emotion Recognition Using Physiological Signals44
Improving Cross-Corpus Speech Emotion Recognition with Adversarial Discriminative Domain Generalization (ADDoG)43
Dynamic Micro-Expression Recognition Using Knowledge Distillation43
Emotion Recognition Using Affective Touch: A Survey43
Exploring Complexity of Facial Dynamics in Autism Spectrum Disorder42
Prediction of Depression Severity Based on the Prosodic and Semantic Features With Bidirectional LSTM and Time Distributed CNN41
A New Perspective on Stress Detection: An Automated Approach for Detecting Eustress and Distress41
From Regional to Global Brain: A Novel Hierarchical Spatial-Temporal Neural Network Model for EEG Emotion Recognition40
An Analysis of Physiological and Psychological Responses in Virtual Reality and Flat Screen Gaming39
Deep Adaptation of Adult-Child Facial Expressions by Fusing Landmark Features39
Aspect-Based Sentiment Quantification39
State-Specific and Supraordinal Components of Facial Response to Pain39
Ordinal Logistic Regression With Partial Proportional Odds for Depression Prediction38
Integrating Deep Facial Priors Into Landmarks for Privacy Preserving Multimodal Depression Recognition38
Theory of Mind Abilities Predict Robot's Gaze Effects on Object Preference38
Lexicon-Based Sentiment Convolutional Neural Networks for Online Review Analysis38
MTADA: A Multi-task Adversarial Domain Adaptation Network for EEG-based Cross-subject Emotion Recognition37
Emotion Distribution Learning Based on Peripheral Physiological Signals37
Micro and Macro Facial Expression Recognition Using Advanced Local Motion Patterns37
Contradicted by the Brain: Predicting Individual and Group Preferences via Brain-Computer Interfacing37
Emotion Expression in Human Body Posture and Movement: A Survey on Intelligible Motion Factors, Quantification and Validation36
STAA-Net: A Sparse and Transferable Adversarial Attack for Speech Emotion Recognition36
A Psychologically Inspired Fuzzy Cognitive Deep Learning Framework to Predict Crowd Behavior36
Survey of Deep Representation Learning for Speech Emotion Recognition36
Leveraging Social Media for Real-Time Interpretable and Amendable Suicide Risk Prediction With Human-in-The-Loop36
Text-Based Fine-Grained Emotion Prediction36
The Rhythm of Flow: Detecting Facial Expressions of Flow Experiences Using CNNs35
A Spontaneous Driver Emotion Facial Expression (DEFE) Dataset for Intelligent Vehicles: Emotions Triggered by Video-Audio Clips in Driving Scenarios35
Hierarchical Encoding and Fusion of Brain Functions for Depression Subtype Classification35
Geometric Graph Representation With Learnable Graph Structure and Adaptive AU Constraint for Micro-Expression Recognition35
FERMixNet: An Occlusion Robust Facial Expression Recognition Model With Facial Mixing Augmentation and Mid-Level Representation Learning35
EmoTake: Exploring Drivers’ Emotion for Takeover Behavior Prediction35
Public Opinion Crisis Management Via Social Media Mining35
Self-Supervised ECG Representation Learning for Emotion Recognition34
A Dual-Branch Dynamic Graph Convolution Based Adaptive TransFormer Feature Fusion Network for EEG Emotion Recognition34
Versatile Audio-Visual Learning for Emotion Recognition34
Boosting Micro-Expression Recognition via Self-Expression Reconstruction and Memory Contrastive Learning34
Datasets of Smartphone Modalities for Depression Assessment: A Scoping Review33
EEG Feature Selection via Global Redundancy Minimization for Emotion Recognition33
Estimating Affective Taste Experience Using Combined Implicit Behavioral and Neurophysiological Measures33
Classification of Interbeat Interval Time-Series Using Attention Entropy33
Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition33
Psychophysiological Reactions to Persuasive Messages Deploying Persuasion Principles32
From What You See to What We Smell: Linking Human Emotions to Bio-Markers in Breath32
Semantic and Emotional Dual Channel for Emotion Recognition in Conversation32
I Enjoy Writing and Playing, Do You?: A Personalized and Emotion Grounded Dialogue Agent Using Generative Adversarial Network32
Leveraging the Dynamics of Non-Verbal Behaviors For Social Attitude Modeling32
Stimulus-Response Pattern: The Core of Robust Cross-Stimulus Facial Depression Recognition32
Affective Touch via Haptic Interfaces: A Sequential Indentation Approach31
The Role of Preprocessing for Word Representation Learning in Affective Tasks30
CorMulT: a Semi-supervised Modality Correlation-aware Multimodal Transformer for Sentiment Analysis30
Exploring Emotion Expression Recognition in Older Adults Interacting with a Virtual Coach30
Behavioral and Physiological Signals-Based Deep Multimodal Approach for Mobile Emotion Recognition29
Does Visual Self-Supervision Improve Learning of Speech Representations for Emotion Recognition?29
Towards Emotion-Aware Agents for Improved User Satisfaction and Partner Perception in Negotiation Dialogues29
Distant Handshakes: Conveying Social Intentions Through Multi-Modal Soft Haptic Gloves29
Emotion Recognition From Few-Channel EEG Signals by Integrating Deep Feature Aggregation and Transfer Learning28
A Survey of Textual Emotion Recognition and Its Challenges28
Automatic Emotion Recognition in Clinical Scenario: A Systematic Review of Methods28
Fake News, Real Emotions: Emotion Analysis of COVID-19 Infodemic in Weibo28
The Pixels and Sounds of Emotion: General-Purpose Representations of Arousal in Games28
An Effective 3D Text Recurrent Voting Generator for Metaverse27
Deep Facial Action Unit Recognition and Intensity Estimation from Partially Labelled Data27
A Multi-Level Alignment and Cross-Modal Unified Semantic Graph Refinement Network for Conversational Emotion Recognition27
Short and Long Range Relation Based Spatio-Temporal Transformer for Micro-Expression Recognition27
DECEPTIcON: Bridging Gaps in In-the-Wild Deception Research27
Effects of Physiological Signals in Different Types of Multimodal Sentiment Estimation27
Collecting Mementos: A Multimodal Dataset for Context-Sensitive Modeling of Affect and Memory Processing in Responses to Videos27
Efficient Multimodal Transformer With Dual-Level Feature Restoration for Robust Multimodal Sentiment Analysis27
LineConGraphs: Line Conversation Graphs for Effective Emotion Recognition using Graph Neural Networks27
Incorporating Forthcoming Events and Personality Traits in Social Media Based Stress Prediction27
Facial Expression Animation by Landmark Guided Residual Module27
VyaktitvaNirdharan: Multimodal Assessment of Personality and Trait Emotional Intelligence26
A Residual Multi-Scale Convolutional Neural Network With Transformers for Speech Emotion Recognition26
Recognizing, Fast and Slow: Complex Emotion Recognition With Facial Expression Detection and Remote Physiological Measurement26
Learning to Rank Onset-Occurring-Offset Representations for Micro-Expression Recognition26
SCARE: A Novel Framework to Enhance Chinese Harmful Memes Detection26
Emotion Dependent Domain Adaptation for Speech Driven Affective Facial Feature Synthesis26
Unconstrained Facial Expression Recognition With No-Reference De-Elements Learning25
Affective Dynamics and Cognition During Game-Based Learning25
Multi-Scale Hyperbolic Contrastive Learning for Cross-Subject EEG Emotion Recognition25
Multi-Modal Sarcasm Detection and Humor Classification in Code-Mixed Conversations25
Deep Learning for Micro-Expression Recognition: A Survey25
Empathetic Response Generation Through Multi-Modality25
Hierarchical Knowledge Stripping for Multimodal Sentiment Analysis25
Social Image–Text Sentiment Classification With Cross-Modal Consistency and Knowledge Distillation25
Neuro or Symbolic? Fine-Tuned Transformer With Unsupervised LDA Topic Clustering for Text Sentiment Analysis24
Beyond Overfitting: Doubly Adaptive Dropout for Generalizable AU Detection24
Multi-Order Networks for Action Unit Detection24
Towards Participant-Independent Stress Detection Using Instrumented Peripherals24
Emotion Intensity and its Control for Emotional Voice Conversion24
Persuasion-Induced Physiology as Predictor of Persuasion Effectiveness24
Detecting Mental Disorders in Social Media Through Emotional Patterns - The Case of Anorexia and Depression24
Mutual Information Based Fusion Model (MIBFM): Mild Depression Recognition Using EEG and Pupil Area Signals24
CSE-GResNet: A Simple and Highly Efficient Network for Facial Expression Recognition23
Examining Emotion Perception Agreement in Live Music Performance23
Autonomic modulations to cardiac dynamics in response to affective touch: Differences between social touch and self-touch23
AT2GRU: A Human Emotion Recognition Model With Mitigated Device Heterogeneity22
SynSem-ASTE: An Enhanced Multi-Encoder Network for Aspect Sentiment Triplet Extraction With Syntax and Semantics22
Mental Stress Assessment in the Workplace: A Review22
Detection and Identification of Choking Under Pressure in College Tennis Based Upon Physiological Parameters, Performance Patterns, and Game Statistics22
Empathetic Conversational Systems: A Review of Current Advances, Gaps, and Opportunities22
MDN: A Deep Maximization-Differentiation Network for Spatio-Temporal Depression Detection22
Conveying Emotions Through Device-Initiated Touch21
Multi-Stage Graph Fusion Networks for Major Depressive Disorder Diagnosis21
Improving Multi-Label Facial Expression Recognition With Consistent and Distinct Attentions21
SeeNet: A Soft Emotion Expert and Data Augmentation Method to Enhance Speech Emotion Recognition21
EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention21
ENGAGE-DEM: A Model of Engagement of People With Dementia21
Unsupervised Time-Aware Sampling Network With Deep Reinforcement Learning for EEG-Based Emotion Recognition21
Analyzing the Visual Road Scene for Driver Stress Estimation21
Guest Editorial Neurosymbolic AI for Sentiment Analysis21
Effective Connectivity Based EEG Revealing the Inhibitory Deficits for Distracting Stimuli in Major Depression Disorders21
Deep Multi-Task Multi-Label CNN for Effective Facial Attribute Classification21
Facial Expression Recognition With Vision Transformer Using Fused Shifted Windows21
Exploring Multivariate Dynamics of Emotions Through Time-Varying Self-Assessed Arousal and Valence Ratings21
Enhancing EEG-Based Decision-Making Performance Prediction by Maximizing Mutual Information Between Emotion and Decision-Relevant Features20
ER-Chat: A Text-to-Text Open-Domain Dialogue Framework for Emotion Regulation20
Meta-Based Self-Training and Re-Weighting for Aspect-Based Sentiment Analysis20
Investigating Cardiovascular Activation of Young Adults in Routine Driving20
Aspect-Opinion Correlation Aware and Knowledge-Expansion Few Shot Cross-Domain Sentiment Classification20
Investigating the Effects of Sleep Conditions on Emotion Responses With EEG Signals and Eye Movements19
From Translation to Generative LLMs: Classification of Code-Mixed Affective Tasks19
RVISA: Reasoning and Verification for Implicit Sentiment Analysis19
EEG-Based Emotion Recognition via Neural Architecture Search19
From the Lab to the Wild: Affect Modeling Via Privileged Information19
Editorial19
A Reinforcement Learning Based Two-Stage Model for Emotion Cause Pair Extraction18
Facial Expression Recognition in the Wild Using Multi-Level Features and Attention Mechanisms18
Cross-Task and Cross-Participant Classification of Cognitive Load in an Emergency Simulation Game18
A Media-Guided Attentive Graphical Network for Personality Recognition Using Physiology18
Quantifying Emotional Similarity in Speech18
Quantitative Personality Predictions From a Brief EEG Recording18
Neurofeedback Training With an Electroencephalogram-Based Brain-Computer Interface Enhances Emotion Regulation18
Analyzing Continuous-Time and Sentence-Level Annotations for Speech Emotion Recognition18
Modeling Vocal Entrainment in Conversational Speech Using Deep Unsupervised Learning18
Avatar-Based Feedback in Job Interview Training Impacts Action Identities and Anxiety18
Towards Multimodal Prediction of Spontaneous Humor: A Novel Dataset and First Results18
Editorial: Special Issue on Unobtrusive Physiological Measurement Methods for Affective Applications18
Disentangled Variational Autoencoder for Emotion Recognition in Conversations18
Eye Action Units as Combinations of Discrete Eye Behaviors for Wearable Mental State Analysis18
DBATES: Dataset for Discerning Benefits of Audio, Textual, and Facial Expression Features in Competitive Debate Speeches17
Human Emotion Recognition With Relational Region-Level Analysis17
A Multi-Stage Visual Perception Approach for Image Emotion Analysis17
From Extraction to Generation: Multimodal Emotion-Cause Pair Generation in Conversations17
Conformal Depression Prediction17
The ForDigitStress Dataset: A Multi-Modal Dataset for Automatic Stress Recognition17
Context-Aware Dynamic Word Embeddings for Aspect Term Extraction17
Deep Temporal Analysis for Non-Acted Body Affect Recognition17
EEG-Based Subject-Independent Emotion Recognition Using Gated Recurrent Unit and Minimum Class Confusion16
EmoNet: A Transfer Learning Framework for Multi-Corpus Speech Emotion Recognition16
Deep Siamese Neural Networks for Facial Expression Recognition in the Wild16
Unsupervised Multimodal Learning for Dependency-Free Personality Recognition16
Fine-Grained Interpretability for EEG Emotion Recognition: Concat-Aided Grad-CAM and Systematic Brain Functional Network16
Immersion Measurement in Watching Videos Using Eye-tracking Data16
Encoding Syntactic Information into Transformers for Aspect-Based Sentiment Triplet Extraction16
A Multimodal Non-Intrusive Stress Monitoring From the Pleasure-Arousal Emotional Dimensions16
Graph-Based Facial Affect Analysis: A Review16
Chronic Stress Recognition Based on Time-Slot Analysis of Ambulatory Electrocardiogram and Tri-Axial Acceleration16
An Emotion Recognition Method for Game Evaluation Based on Electroencephalogram16
Towards A Robust Group-level Emotion Recognition via Uncertainty-Aware Learning16
Multimodal Hierarchical Attention Neural Network: Looking for Candidates Behaviour Which Impact Recruiter's Decision15
Editorial Transactions on Affective Computing–News on the Journal15
Can Large Language Models Assess Personality From Asynchronous Video Interviews? A Comprehensive Evaluation of Validity, Reliability, Fairness, and Rating Patterns15
Silicon Coppélia and the Formalization of the Affective Process15
Aspect-Based Sentiment Analysis with New Target Representation and Dependency Attention15
SocialInteractionGAN: Multi-Person Interaction Sequence Generation15
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