IEEE Transactions on Affective Computing

Papers
(The TQCC of IEEE Transactions on Affective Computing is 19. 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 2021-11-01 to 2025-11-01.)
ArticleCitations
CAETFN: Context Adaptively Enhanced Text-Guided Fusion Network for Multimodal Sentiment Analysis977
ATTSF-Net: Attention-based Similarity Fusion Network for Audio-Visual Emotion Recognition547
Mechanoreceptive Aβ Primary Afferents Discriminate Naturalistic Social Touch Inputs at a Functionally Relevant Time Scale501
ECPEC: Emotion-Cause Pair Extraction in Conversations355
Cost-Sensitive Boosting Pruning Trees for Depression Detection on Twitter282
From EEG to Eye Movements: Cross-Modal Emotion Recognition Using Constrained Adversarial Network With Dual Attention241
Mouse-Cursor Tracking: Simple Scoring Algorithms That Make it Work238
Major Depressive Disorder Detection Using Graph Domain Adaptation With Global Message-Passing Based on EEG Signals236
Progressive Masking Oriented Self-Taught Learning for Occluded Facial Expression Recognition230
Classifying Suicide-Related Content and Emotions on Twitter Using Graph Convolutional Neural Networks207
Automatic Estimation of Action Unit Intensities and Inference of Emotional Appraisals203
CausalSymptom: Learning Causal Disentangled Representation for Depression Severity Estimation on Transcribed Clinical Interviews194
Facial Expression Recognition Using a Temporal Ensemble of Multi-Level Convolutional Neural Networks168
Does Gamified Breath-Biofeedback Promote Adherence, Relaxation, and Skill Transfer in the Wild?158
Sparse Emotion Dictionary and CWT Spectrogram Fusion With Multi-Head Self-Attention for Depression Recognition in Parkinson's Disease Patients155
DGC-Link: Dual-Gate Chebyshev Linkage Network on EEG Emotion Recognition143
Fusing of Electroencephalogram and Eye Movement With Group Sparse Canonical Correlation Analysis for Anxiety Detection141
Perceived Conversation Quality in Spontaneous Interactions133
A High-Quality Landmarked Infrared Eye Video Dataset (IREye4Task): Eye Behaviors, Insights and Benchmarks for Wearable Mental State Analysis123
The Acoustically Emotion-Aware Conversational Agent With Speech Emotion Recognition and Empathetic Responses112
Towards Contrastive Context-Aware Conversational Emotion Recognition111
Analyzing Emotions and Engagement During Cognitive Stimulation Group Training with the Pepper Robot110
Vision Transformer With Attentive Pooling for Robust Facial Expression Recognition110
Automatic Detection of Reflective Thinking in Mathematical Problem Solving Based on Unconstrained Bodily Exploration109
AM-ConvBLS: Adaptive Manifold Convolutional Broad Learning System for Cross-Session and Cross-Subject Emotion Recognition105
Enhancing Cross-Dataset EEG Emotion Recognition: A Novel Approach With Emotional EEG Style Transfer Network102
Brain-Machine Enhanced Intelligence for Semi-Supervised Facial Emotion Recognition101
Subjective Fear in Virtual Reality: A Linear Mixed-Effects Analysis of Skin Conductance98
An Efficient Framework for Constructing Speech Emotion Corpus Based on Integrated Active Learning Strategies95
A Classification Framework for Depressive Episode Using R-R Intervals From Smartwatch94
Continuous Emotion Ambiguity Prediction: Modeling With Beta Distributions91
MPRNet: a Temporal-Aware Cross-Modal Encoding Framework for Personality Recognition90
The Diagnosis Method of Major Depressive Disorder Using Wavelet Coherence and State-Pathology Separation Network89
Facial Image-Based Automatic Assessment of Equine Pain86
UBFC-Phys: A Multimodal Database For Psychophysiological Studies of Social Stress85
Smart Affect Monitoring With Wearables in the Wild: An Unobtrusive Mood-Aware Emotion Recognition System84
Emotion Arousal Assessment Based on Multimodal Physiological Signals for Game Users84
SparseDGCNN: Recognizing Emotion From Multichannel EEG Signals83
Cluster-Level Contrastive Learning for Emotion Recognition in Conversations82
The Recognition of Multiple Anxiety Levels Based on Electroencephalograph82
The Deep Method: Towards Computational Modeling of the Social Emotion Shame Driven by Theory, Introspection, and Social Signals81
Are 3D Face Shapes Expressive Enough for Recognising Continuous Emotions and Action Unit Intensities?81
When is a Haptic Message Like an Inside Joke? Digitally Mediated Emotive Communication Builds on Shared History81
Transformer-Based Self-Supervised Multimodal Representation Learning for Wearable Emotion Recognition79
Hierarchical Multiscale Recurrent Neural Networks for Detecting Suicide Notes79
PainFormer: a Vision Foundation Model for Automatic Pain Assessment77
A Multi-Componential Approach to Emotion Recognition and the Effect of Personality76
Learning Users Inner Thoughts and Emotion Changes for Social Media Based Suicide Risk Detection70
EEG Microstates and fNIRS Metrics Reveal the Spatiotemporal Joint Neural Processing Features of Human Emotions69
Review on Psychological Stress Detection Using Biosignals68
GHA: A Gated Hierarchical Attention Mechanism for the Detection of Abusive Language in Social Media67
Computation of Sensory-Affective Relationships Depending on Material Categories of Pictorial Stimuli67
Effects of Algorithmic Transparency on User Experience and Physiological Responses in Affect-Aware Task Adaptation64
Towards Cyberbullying Detection: Building, Benchmarking and Longitudinal Analysis of Aggressiveness and Conflicts/Attacks Datasets From Twitter63
TFAGL: A Novel Agent Graph Learning Method Using Time-Frequency EEG for Major Depressive Disorder Detection62
miMamba: EEG-based Emotion Recognition with Multi-scale Inverted Mamba Models61
SEED-VII: A Multimodal Dataset of Six Basic Emotions With Continuous Labels for Emotion Recognition61
Leveraging the Deep Learning Paradigm for Continuous Affect Estimation from Facial Expressions60
Non-Invasive Measurement of Trust in Group Interactions58
Rethinking Emotion Annotations in the Era of Large Language Models57
MECA: Manipulation With Emotional Intensity-Aware Contrastive Learning and Attention-Based Discriminative Learning57
Age Against the Machine: How Age Relates to Listeners' Ability to Recognize Emotions in Robots' Semantic-Free Utterances57
An Enroll-to-Verify Approach for Cross-Task Unseen Emotion Class Recognition56
Fusion and Discrimination: A Multimodal Graph Contrastive Learning Framework for Multimodal Sarcasm Detection56
A Micro-Expression Recognition Network Based on Attention Mechanism and Motion Magnification56
Improved Video Emotion Recognition With Alignment of CNN and Human Brain Representations56
Dynamic Confidence-Aware Multi-Modal Emotion Recognition54
LGSNet: A Two-Stream Network for Micro- and Macro-Expression Spotting With Background Modeling54
SMIN: Semi-Supervised Multi-Modal Interaction Network for Conversational Emotion Recognition54
Nonverbal Leadership in Joint Full-Body Improvisation53
Guest Editorial Extremely Low-Resource Autonomous Affective Learning53
AGILE: Attribute-Guided Identity Independent Learning for Facial Expression Recognition52
Long Short-Term Memory Network Based Unobtrusive Workload Monitoring With Consumer Grade Smartwatches51
Partial Label Learning for Emotion Recognition From EEG51
Hierarchical Shared Encoder With Task-Specific Transformer Layer Selection for Emotion-Cause Pair Extraction50
Modeling Category Semantic and Sentiment Knowledge for Aspect-Level Sentiment Analysis50
An Analysis of Physiological and Psychological Responses in Virtual Reality and Flat Screen Gaming49
Dynamical Causal Graph Neural Network for EEG Emotion Recognition49
Guest Editorial: Special Issue on Affective Speech and Language Synthesis, Generation, and Conversion49
Emotion Recognition Using Affective Touch: A Survey49
How many raters do we need? Analyses of uncertainty in estimating ambiguity-aware emotion labels49
Dynamic Micro-Expression Recognition Using Knowledge Distillation48
Exploring Complexity of Facial Dynamics in Autism Spectrum Disorder47
Multimodal Deception Detection Using Real-Life Trial Data47
Annotate Smarter, not Harder: Using Active Learning to Reduce Emotional Annotation Effort46
Domain-Incremental Continual Learning for Mitigating Bias in Facial Expression and Action Unit Recognition46
Objective Class-Based Micro-Expression Recognition Under Partial Occlusion Via Region-Inspired Relation Reasoning Network45
Multi-Label and Multimodal Classifier for Affective States Recognition in Virtual Rehabilitation45
Few-Shot Learning in Emotion Recognition of Spontaneous Speech Using a Siamese Neural Network With Adaptive Sample Pair Formation44
Methodology to Assess Quality, Presence, Empathy, Attitude, and Attention in 360-degree Videos for Immersive Communications43
A New Perspective on Stress Detection: An Automated Approach for Detecting Eustress and Distress43
Multi-Party Conversation Modeling for Emotion Recognition43
Group Synchrony for Emotion Recognition Using Physiological Signals42
Theory of Mind Abilities Predict Robot's Gaze Effects on Object Preference41
Prediction of Depression Severity Based on the Prosodic and Semantic Features With Bidirectional LSTM and Time Distributed CNN41
Facial Depression Recognition by Deep Joint Label Distribution and Metric Learning41
From Regional to Global Brain: A Novel Hierarchical Spatial-Temporal Neural Network Model for EEG Emotion Recognition41
State-Specific and Supraordinal Components of Facial Response to Pain40
Aspect-Based Sentiment Quantification40
Geometric Graph Representation With Learnable Graph Structure and Adaptive AU Constraint for Micro-Expression Recognition40
STAA-Net: A Sparse and Transferable Adversarial Attack for Speech Emotion Recognition39
Estimating Affective Taste Experience Using Combined Implicit Behavioral and Neurophysiological Measures39
FERMixNet: An Occlusion Robust Facial Expression Recognition Model With Facial Mixing Augmentation and Mid-Level Representation Learning39
Hierarchical Encoding and Fusion of Brain Functions for Depression Subtype Classification39
Public Opinion Crisis Management Via Social Media Mining38
The Rhythm of Flow: Detecting Facial Expressions of Flow Experiences Using CNNs37
Datasets of Smartphone Modalities for Depression Assessment: A Scoping Review37
Integrating Deep Facial Priors Into Landmarks for Privacy Preserving Multimodal Depression Recognition37
Contradicted by the Brain: Predicting Individual and Group Preferences via Brain-Computer Interfacing37
Self-Supervised ECG Representation Learning for Emotion Recognition37
A Spontaneous Driver Emotion Facial Expression (DEFE) Dataset for Intelligent Vehicles: Emotions Triggered by Video-Audio Clips in Driving Scenarios37
Leveraging Social Media for Real-Time Interpretable and Amendable Suicide Risk Prediction With Human-in-The-Loop36
MTADA: A Multi-task Adversarial Domain Adaptation Network for EEG-based Cross-subject Emotion Recognition36
Versatile Audio-Visual Learning for Emotion Recognition36
Deep Adaptation of Adult-Child Facial Expressions by Fusing Landmark Features36
Micro and Macro Facial Expression Recognition Using Advanced Local Motion Patterns35
A Psychologically Inspired Fuzzy Cognitive Deep Learning Framework to Predict Crowd Behavior35
MCGC-Net: Multi-scale Controllable Graph Convolutional Network on Music Emotion Recognition35
EmoTake: Exploring Drivers’ Emotion for Takeover Behavior Prediction35
Text-Based Fine-Grained Emotion Prediction35
A Dual-Branch Dynamic Graph Convolution Based Adaptive TransFormer Feature Fusion Network for EEG Emotion Recognition35
EEG Feature Selection via Global Redundancy Minimization for Emotion Recognition34
Lexicon-Based Sentiment Convolutional Neural Networks for Online Review Analysis34
Classification of Interbeat Interval Time-Series Using Attention Entropy34
Emotion Distribution Learning Based on Peripheral Physiological Signals34
Ordinal Logistic Regression With Partial Proportional Odds for Depression Prediction33
Emotion Expression in Human Body Posture and Movement: A Survey on Intelligible Motion Factors, Quantification and Validation33
The Role of Preprocessing for Word Representation Learning in Affective Tasks33
Survey of Deep Representation Learning for Speech Emotion Recognition33
Affective Touch via Haptic Interfaces: A Sequential Indentation Approach33
Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition33
Boosting Micro-Expression Recognition via Self-Expression Reconstruction and Memory Contrastive Learning33
From What You See to What We Smell: Linking Human Emotions to Bio-Markers in Breath33
Capturing Dynamic Fear Experiences in Naturalistic Contexts: an Ecologically Valid fMRI Signature Integrating Brain Activation and Connectivity32
Distant Handshakes: Conveying Social Intentions Through Multi-Modal Soft Haptic Gloves32
Exploring Emotion Expression Recognition in Older Adults Interacting With a Virtual Coach32
Stimulus-Response Pattern: The Core of Robust Cross-Stimulus Facial Depression Recognition32
Does Visual Self-Supervision Improve Learning of Speech Representations for Emotion Recognition?32
Short and Long Range Relation Based Spatio-Temporal Transformer for Micro-Expression Recognition32
Semantic and Emotional Dual Channel for Emotion Recognition in Conversation32
Leveraging the Dynamics of Non-Verbal Behaviors For Social Attitude Modeling31
Automatic Emotion Recognition in Clinical Scenario: A Systematic Review of Methods31
CorMulT: A Semi-Supervised Modality Correlation-Aware Multimodal Transformer for Sentiment Analysis31
Psychophysiological Reactions to Persuasive Messages Deploying Persuasion Principles31
Modeling Multimodal Depression Diagnosis from the Perspective of Local Depressive Representation31
Towards Emotion-Aware Agents for Improved User Satisfaction and Partner Perception in Negotiation Dialogues31
I Enjoy Writing and Playing, Do You?: A Personalized and Emotion Grounded Dialogue Agent Using Generative Adversarial Network31
The Pixels and Sounds of Emotion: General-Purpose Representations of Arousal in Games30
Fake News, Real Emotions: Emotion Analysis of COVID-19 Infodemic in Weibo30
Progressive Multi-Source Domain Adaptation for Personalized Facial Expression Recognition30
Behavioral and Physiological Signals-Based Deep Multimodal Approach for Mobile Emotion Recognition29
An Effective 3D Text Recurrent Voting Generator for Metaverse29
A Survey of Textual Emotion Recognition and Its Challenges29
Emotion Recognition From Few-Channel EEG Signals by Integrating Deep Feature Aggregation and Transfer Learning29
Efficient Multimodal Transformer With Dual-Level Feature Restoration for Robust Multimodal Sentiment Analysis29
A Residual Multi-Scale Convolutional Neural Network With Transformers for Speech Emotion Recognition28
Empathetic Response Generation Through Multi-Modality28
VyaktitvaNirdharan: Multimodal Assessment of Personality and Trait Emotional Intelligence28
DECEPTIcON: Bridging Gaps in In-the-Wild Deception Research28
Collecting Mementos: A Multimodal Dataset for Context-Sensitive Modeling of Affect and Memory Processing in Responses to Videos28
Incorporating Forthcoming Events and Personality Traits in Social Media Based Stress Prediction28
Hierarchical Knowledge Stripping for Multimodal Sentiment Analysis28
Facial Expression Animation by Landmark Guided Residual Module27
Unconstrained Facial Expression Recognition With No-Reference De-Elements Learning27
Emotion Intensity and its Control for Emotional Voice Conversion27
SCARE: A Novel Framework to Enhance Chinese Harmful Memes Detection27
Recognizing, Fast and Slow: Complex Emotion Recognition With Facial Expression Detection and Remote Physiological Measurement27
Deep Learning for Micro-Expression Recognition: A Survey27
Learning to Rank Onset-Occurring-Offset Representations for Micro-Expression Recognition27
Emotion Dependent Domain Adaptation for Speech Driven Affective Facial Feature Synthesis27
Multi-Order Networks for Action Unit Detection26
LineConGraphs: Line Conversation Graphs for Effective Emotion Recognition Using Graph Neural Networks26
Mutual Information Based Fusion Model (MIBFM): Mild Depression Recognition Using EEG and Pupil Area Signals26
Affective Dynamics and Cognition During Game-Based Learning26
Multi-Scale Hyperbolic Contrastive Learning for Cross-Subject EEG Emotion Recognition26
A Multi-Level Alignment and Cross-Modal Unified Semantic Graph Refinement Network for Conversational Emotion Recognition26
Effects of Physiological Signals in Different Types of Multimodal Sentiment Estimation26
Persuasion-Induced Physiology as Predictor of Persuasion Effectiveness25
Social Image–Text Sentiment Classification With Cross-Modal Consistency and Knowledge Distillation25
Detection and Identification of Choking Under Pressure in College Tennis Based Upon Physiological Parameters, Performance Patterns, and Game Statistics25
Neuro or Symbolic? Fine-Tuned Transformer With Unsupervised LDA Topic Clustering for Text Sentiment Analysis25
Multi-Modal Sarcasm Detection and Humor Classification in Code-Mixed Conversations25
CSE-GResNet: A Simple and Highly Efficient Network for Facial Expression Recognition24
SynSem-ASTE: An Enhanced Multi-Encoder Network for Aspect Sentiment Triplet Extraction With Syntax and Semantics24
Interview-based Depression Detection Using LLM-based Text Restatement and Emotion Lexicon24
Examining Emotion Perception Agreement in Live Music Performance24
Towards Participant-Independent Stress Detection Using Instrumented Peripherals24
Effective Connectivity Based EEG Revealing the Inhibitory Deficits for Distracting Stimuli in Major Depression Disorders24
AT2GRU: A Human Emotion Recognition Model With Mitigated Device Heterogeneity24
Beyond Overfitting: Doubly Adaptive Dropout for Generalizable AU Detection24
STREL - Naturalistic Dataset and Methods for Studying Mental Stress and Relaxation Patterns in Critical Leading Roles24
Conveying Emotions Through Device-Initiated Touch24
Autonomic Modulations to Cardiac Dynamics in Response to Affective Touch: Differences Between Social Touch and Self-Touch23
Unsupervised Time-Aware Sampling Network With Deep Reinforcement Learning for EEG-Based Emotion Recognition23
Deep Multi-Task Multi-Label CNN for Effective Facial Attribute Classification23
LibEER: A Comprehensive Benchmark and Algorithm Library for EEG-based Emotion Recognition23
ENGAGE-DEM: A Model of Engagement of People With Dementia23
Empathetic Conversational Systems: A Review of Current Advances, Gaps, and Opportunities23
Mental Stress Assessment in the Workplace: A Review23
Detecting Mental Disorders in Social Media Through Emotional Patterns - The Case of Anorexia and Depression23
Multi-Stage Graph Fusion Networks for Major Depressive Disorder Diagnosis23
EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention22
MDN: A Deep Maximization-Differentiation Network for Spatio-Temporal Depression Detection22
Exploring Multivariate Dynamics of Emotions Through Time-Varying Self-Assessed Arousal and Valence Ratings21
RVISA: Reasoning and Verification for Implicit Sentiment Analysis21
Guest Editorial Neurosymbolic AI for Sentiment Analysis21
Quantitative Personality Predictions From a Brief EEG Recording21
From Translation to Generative LLMs: Classification of Code-Mixed Affective Tasks20
Facial Expression Recognition in the Wild Using Multi-Level Features and Attention Mechanisms20
AL-HCL: Active Learning and Hierarchical Contrastive Learning for Multimodal Sentiment Analysis with Fusion Guidance20
Neurofeedback Training With an Electroencephalogram-Based Brain-Computer Interface Enhances Emotion Regulation20
Facial Expression Recognition With Vision Transformer Using Fused Shifted Windows20
Enhancing EEG-Based Decision-Making Performance Prediction by Maximizing Mutual Information Between Emotion and Decision-Relevant Features20
Enhancing Emotional Congruence in Sensory Substitution20
A Reinforcement Learning Based Two-Stage Model for Emotion Cause Pair Extraction20
Editorial19
From the Lab to the Wild: Affect Modeling Via Privileged Information19
Towards Multimodal Prediction of Spontaneous Humor: A Novel Dataset and First Results19
EEG-Based Emotion Recognition via Neural Architecture Search19
Investigating the Effects of Sleep Conditions on Emotion Responses With EEG Signals and Eye Movements19
SeeNet: A Soft Emotion Expert and Data Augmentation Method to Enhance Speech Emotion Recognition19
Analyzing the Visual Road Scene for Driver Stress Estimation19
Improving Multi-Label Facial Expression Recognition With Consistent and Distinct Attentions19
Investigating Cardiovascular Activation of Young Adults in Routine Driving19
Cross-Task and Cross-Participant Classification of Cognitive Load in an Emergency Simulation Game19
Meta-Based Self-Training and Re-Weighting for Aspect-Based Sentiment Analysis19
ER-Chat: A Text-to-Text Open-Domain Dialogue Framework for Emotion Regulation19
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