IEEE Transactions on Affective Computing

Article	Citations
Deep Facial Expression Recognition: A Survey	663
Review on Psychological Stress Detection Using Biosignals	326
EEG-Based Emotion Recognition Using Regularized Graph Neural Networks	321
AMIGOS: A Dataset for Affect, Personality and Mood Research on Individuals and Groups	274
GCB-Net: Graph Convolutional Broad Network and Its Application in Emotion Recognition	211
Survey on Emotional Body Gesture Recognition	208
EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention	199
A Bi-Hemisphere Domain Adversarial Neural Network Model for EEG Emotion Recognition	159
Self-Supervised ECG Representation Learning for Emotion Recognition	140
Issues and Challenges of Aspect-based Sentiment Analysis: A Comprehensive Survey	136
An Efficient LSTM Network for Emotion Recognition From Multichannel EEG Signals	131
From Regional to Global Brain: A Novel Hierarchical Spatial-Temporal Neural Network Model for EEG Emotion Recognition	129
Feature Extraction and Selection for Emotion Recognition from Electrodermal Activity	129
Classifying Emotions and Engagement in Online Learning Based on a Single Facial Expression Recognition Neural Network	126
Utilizing Deep Learning Towards Multi-Modal Bio-Sensing and Vision-Based Affective Computing	118
Deep Learning for Human Affect Recognition: Insights and New Developments	114
Automatic Recognition Methods Supporting Pain Assessment: A Survey	113
Beneath the Tip of the Iceberg: Current Challenges and New Directions in Sentiment Analysis Research	103
Facial Expression Recognition With Visual Transformers and Attentional Selective Fusion	103
Exploiting Multi-CNN Features in CNN-RNN Based Dimensional Emotion Recognition on the OMG in-the-Wild Dataset	97
An EEG-Based Brain Computer Interface for Emotion Recognition and Its Application in Patients with Disorder of Consciousness	91
Video-Based Depression Level Analysis by Encoding Deep Spatiotemporal Features	73
A Review on Nonlinear Methods Using Electroencephalographic Recordings for Emotion Recognition	70
Integrating Deep and Shallow Models for Multi-Modal Depression Analysis—Hybrid Architectures	68
TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition	68

Facial Expression Recognition with Identity and Emotion Joint Learning	67
Spontaneous Speech Emotion Recognition Using Multiscale Deep Convolutional LSTM	65
Improving Cross-Corpus Speech Emotion Recognition with Adversarial Discriminative Domain Generalization (ADDoG)	64
An Active Learning Paradigm for Online Audio-Visual Emotion Recognition	62
An Improved Empirical Mode Decomposition of Electroencephalogram Signals for Depression Detection	62
The Biases of Pre-Trained Language Models: An Empirical Study on Prompt-Based Sentiment Analysis and Emotion Detection	62
The Ordinal Nature of Emotions: An Emerging Approach	62
A Deeper Look at Facial Expression Dataset Bias	59
Spectral Representation of Behaviour Primitives for Depression Analysis	59
Multi-Task Semi-Supervised Adversarial Autoencoding for Speech Emotion Recognition	58
Facial Action Unit Detection Using Attention and Relation Learning	56
Virtual Reality for Emotion Elicitation – A Review	55
SparseDGCNN: Recognizing Emotion From Multichannel EEG Signals	55
Induction and Profiling of Strong Multi-Componential Emotions in Virtual Reality	54
Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition	52
All-in-One: Emotion, Sentiment and Intensity Prediction Using a Multi-Task Ensemble Framework	52
Facial Expression Recognition in the Wild Using Multi-Level Features and Attention Mechanisms	51
UBFC-Phys: A Multimodal Database For Psychophysiological Studies of Social Stress	50
Facial Expression Recognition With Deeply-Supervised Attention Network	49
Hybrid Contrastive Learning of Tri-Modal Representation for Multimodal Sentiment Analysis	49
Dynamic Micro-Expression Recognition Using Knowledge Distillation	47
First Impressions: A Survey on Vision-Based Apparent Personality Trait Analysis	46
Computer Vision Analysis for Quantification of Autism Risk Behaviors	44
Multi-Modal Pain Intensity Recognition Based on the SenseEmotion Database	43
Adapting Software with Affective Computing: A Systematic Review	42
Deep Learning for Micro-Expression Recognition: A Survey	42
A Survey of Textual Emotion Recognition and Its Challenges	42
Audio Features for Music Emotion Recognition: A Survey	40
Multimodal Spatiotemporal Representation for Automatic Depression Level Detection	40
Multi-Feature Based Network Revealing the Structural Abnormalities in Autism Spectrum Disorder	40
Inter-Brain EEG Feature Extraction and Analysis for Continuous Implicit Emotion Tagging During Video Watching	40
Feature Pooling of Modulation Spectrum Features for Improved Speech Emotion Recognition in the Wild	40
GANSER: A Self-Supervised Data Augmentation Framework for EEG-Based Emotion Recognition	39
Vision Transformer With Attentive Pooling for Robust Facial Expression Recognition	39
Short and Long Range Relation Based Spatio-Temporal Transformer for Micro-Expression Recognition	39
Facial Expression Recognition Using a Temporal Ensemble of Multi-Level Convolutional Neural Networks	39
Beyond Mobile Apps: A Survey of Technologies for Mental Well-Being	38
Automatic Detection of Mind Wandering from Video in the Lab and in the Classroom	38
Modeling, Recognizing, and Explaining Apparent Personality From Videos	38
Survey of Deep Representation Learning for Speech Emotion Recognition	37
Fusing of Electroencephalogram and Eye Movement With Group Sparse Canonical Correlation Analysis for Anxiety Detection	37
A Dual-Branch Dynamic Graph Convolution Based Adaptive TransFormer Feature Fusion Network for EEG Emotion Recognition	37
Multimodal Engagement Analysis From Facial Videos in the Classroom	37
ACSEE: Antagonistic Crowd Simulation Model With Emotional Contagion and Evolutionary Game Theory	36
A Spontaneous Driver Emotion Facial Expression (DEFE) Dataset for Intelligent Vehicles: Emotions Triggered by Video-Audio Clips in Driving Scenarios	36
Recognizing Induced Emotions of Movie Audiences from Multimodal Information	36
Meta-Based Self-Training and Re-Weighting for Aspect-Based Sentiment Analysis	35
FLEPNet: Feature Level Ensemble Parallel Network for Facial Expression Recognition	35
Artificial Emotional Intelligence in Socially Assistive Robots for Older Adults: A Pilot Study	35
MDN: A Deep Maximization-Differentiation Network for Spatio-Temporal Depression Detection	35

Cross-Cultural and Cultural-Specific Production and Perception of Facial Expressions of Emotion in the Wild	35
Emotion Recognition for Everyday Life Using Physiological Signals From Wearables: A Systematic Literature Review	35
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	34
EmoBed: Strengthening Monomodal Emotion Recognition via Training with Crossmodal Emotion Embeddings	34
Multi-Fusion Residual Memory Network for Multimodal Human Sentiment Comprehension	34
Modeling Emotion in Complex Stories: The Stanford Emotional Narratives Dataset	34
Adapted Dynamic Memory Network for Emotion Recognition in Conversation	33
SchiNet: Automatic Estimation of Symptoms of Schizophrenia from Facial Behaviour Analysis	33
Depression Level Prediction Using Deep Spatiotemporal Features and Multilayer Bi-LTSM	33
Improving Attention Model Based on Cognition Grounded Data for Sentiment Analysis	33
Interpretation of Depression Detection Models via Feature Selection Methods	33
GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition	33
The Multimodal Sentiment Analysis in Car Reviews (MuSe-CaR) Dataset: Collection, Insights and Improvements	33
EmoNet: A Transfer Learning Framework for Multi-Corpus Speech Emotion Recognition	32
A Bayesian Deep Learning Framework for End-To-End Prediction of Emotion From Heartbeat	32
Lexicon-Based Sentiment Convolutional Neural Networks for Online Review Analysis	32
Unsupervised Learning in Reservoir Computing for EEG-Based Emotion Recognition	30
Acute Stress State Classification Based on Electrodermal Activity Modeling	30
Behavioral and Physiological Signals-Based Deep Multimodal Approach for Mobile Emotion Recognition	30
Variational Instance-Adaptive Graph for EEG Emotion Recognition	30
Efficient Multimodal Transformer With Dual-Level Feature Restoration for Robust Multimodal Sentiment Analysis	30
Classification of Interbeat Interval Time-Series Using Attention Entropy	29
A Deep Multiscale Spatiotemporal Network for Assessing Depression From Facial Dynamics	29
A Novel Classification Strategy to Distinguish Five Levels of Pain Using the EEG Signal Features	29
Evoking Physiological Synchrony and Empathy Using Social VR With Biofeedback	29
A Comprehensive and Context-Sensitive Neonatal Pain Assessment Using Computer Vision	28
Hierarchical Interactive Multimodal Transformer for Aspect-Based Multimodal Sentiment Analysis	28
A Novel Sentiment Polarity Detection Framework for Chinese	27
PARSE: Pairwise Alignment of Representations in Semi-Supervised EEG Learning for Emotion Recognition	27
Exploring Self-Attention Graph Pooling With EEG-Based Topological Structure and Soft Label for Depression Detection	27
E-Key: An EEG-Based Biometric Authentication and Driving Fatigue Detection System	27
Deep Multi-Task Multi-Label CNN for Effective Facial Attribute Classification	27
EEG-Based Emotion Recognition via Neural Architecture Search	26
Conveying Emotions Through Device-Initiated Touch	26
Micro and Macro Facial Expression Recognition Using Advanced Local Motion Patterns	26
Neural Attentive Network for Cross-Domain Aspect-Level Sentiment Classification	26
Empirical Evidence Relating EEG Signal Duration to Emotion Classification Performance	26
Deep Learning for Spatio-Temporal Modeling of Dynamic Spontaneous Emotions	26
Automatic Emotion Recognition for Groups: A Review	26
A Psychologically Inspired Fuzzy Cognitive Deep Learning Framework to Predict Crowd Behavior	25
Speech-Driven Expressive Talking Lips with Conditional Sequential Generative Adversarial Networks	25
STCAM: Spatial-Temporal and Channel Attention Module for Dynamic Facial Expression Recognition	25
Multiple Instance Learning for Emotion Recognition Using Physiological Signals	25
Unraveling ML Models of Emotion With NOVA: Multi-Level Explainable AI for Non-Experts	25
The Recognition of Multiple Anxiety Levels Based on Electroencephalograph	24
Local Temporal Pattern and Data Augmentation for Spotting Micro-Expressions	24
Automatic Recognition of Facial Displays of Unfelt Emotions	24
Multi-Label Emotion Detection via Emotion-Specified Feature Extraction and Emotion Correlation Learning	24
Investigation of Speech Landmark Patterns for Depression Detection	23
Facial Depression Recognition by Deep Joint Label Distribution and Metric Learning	23
Personality Traits Classification Using Deep Visual Activity-Based Nonverbal Features of Key-Dynamic Images	23
PersEmoN: A Deep Network for Joint Analysis of Apparent Personality, Emotion and Their Relationship	23
EEG-Based Emotion Recognition With Emotion Localization via Hierarchical Self-Attention	23
BReG-NeXt: Facial Affect Computing Using Adaptive Residual Networks With Bounded Gradient	23
Self-Supervised Learning of Person-Specific Facial Dynamics for Automatic Personality Recognition	23
MERASTC: Micro-Expression Recognition Using Effective Feature Encodings and 2D Convolutional Neural Network	23
Multi-Modal Sarcasm Detection and Humor Classification in Code-Mixed Conversations	23
Spatio-Temporal Encoder-Decoder Fully Convolutional Network for Video-Based Dimensional Emotion Recognition	22
On the Influence of Affect in EEG-Based Subject Identification	22
DepecheMood++: A Bilingual Emotion Lexicon Built Through Simple Yet Powerful Techniques	22
ENGAGE-DEM: A Model of Engagement of People With Dementia	22
Multimodal Deception Detection Using Real-Life Trial Data	22
Stimulus Sampling With 360-Videos: Examining Head Movements, Arousal, Presence, Simulator Sickness, and Preference on a Large Sample of Participants and Videos	21
Exploring the Contextual Factors Affecting Multimodal Emotion Recognition in Videos	21
Self Supervised Adversarial Domain Adaptation for Cross-Corpus and Cross-Language Speech Emotion Recognition	21
EmoSen: Generating Sentiment and Emotion Controlled Responses in a Multimodal Dialogue System	21
Regression Guided by Relative Ranking Using Convolutional Neural Network (R3 CNN) for Facial Beauty Prediction	21
Towards Transparent Robot Learning Through TDRL-Based Emotional Expressions	21
On the Effect of Observed Subject Biases in Apparent Personality Analysis From Audio-Visual Signals	21
Prediction of Depression Severity Based on the Prosodic and Semantic Features With Bidirectional LSTM and Time Distributed CNN	20
Two-Stage Fuzzy Fusion Based-Convolution Neural Network for Dynamic Emotion Recognition	20
Chunk-Level Speech Emotion Recognition: A General Framework of Sequence-to-One Dynamic Temporal Modeling	20
Exploring Individual Differences of Public Speaking Anxiety in Real-Life and Virtual Presentations	20
SMIN: Semi-Supervised Multi-Modal Interaction Network for Conversational Emotion Recognition	20
Deep Multi-Modal Network Based Automated Depression Severity Estimation	20
ICA-Evolution Based Data Augmentation with Ensemble Deep Neural Networks Using Time and Frequency Kernels for Emotion Recognition from EEG-Data	20
Identifying Cortical Brain Directed Connectivity Networks From High-Density EEG for Emotion Recognition	19
Deep Siamese Neural Networks for Facial Expression Recognition in the Wild	19
A Multi-Modal Stacked Ensemble Model for Bipolar Disorder Classification	19
EEG-Based Subject-Independent Emotion Recognition Using Gated Recurrent Unit and Minimum Class Confusion	19

A Transfer Learning Approach to Heatmap Regression for Action Unit Intensity Estimation	19
Cost-Sensitive Boosting Pruning Trees for Depression Detection on Twitter	19
Deep Temporal Analysis for Non-Acted Body Affect Recognition	19
Phase Space Reconstruction Driven Spatio-Temporal Feature Learning for Dynamic Facial Expression Recognition	19
Emotion Intensity and its Control for Emotional Voice Conversion	19
A Scalable Off-the-Shelf Framework for Measuring Patterns of Attention in Young Children and Its Application in Autism Spectrum Disorder	18
Toward Robust Stress Prediction in the Age of Wearables: Modeling Perceived Stress in a Longitudinal Study With Information Workers	18
Does Visual Self-Supervision Improve Learning of Speech Representations for Emotion Recognition?	18
What’s Your Laughter Doing There? A Taxonomy of the Pragmatic Functions of Laughter	18
Ethics and Good Practice in Computational Paralinguistics	18
Bio-Inspired Deep Attribute Learning Towards Facial Aesthetic Prediction	18
Recognition of Advertisement Emotions With Application to Computational Advertising	18
Towards a Prediction and Data Driven Computational Process Model of Emotion	18
Joint Feature Adaptation and Graph Adaptive Label Propagation for Cross-Subject Emotion Recognition From EEG Signals	17
Multimodal Classification of Stressful Environments in Visually Impaired Mobility Using EEG and Peripheral Biosignals	17
A Multi-Componential Approach to Emotion Recognition and the Effect of Personality	17
The Pixels and Sounds of Emotion: General-Purpose Representations of Arousal in Games	17
Domain-Incremental Continual Learning for Mitigating Bias in Facial Expression and Action Unit Recognition	17
EEG Feature Selection via Global Redundancy Minimization for Emotion Recognition	17
Disentangling Identity and Pose for Facial Expression Recognition	17
A Multimodal Non-Intrusive Stress Monitoring From the Pleasure-Arousal Emotional Dimensions	16
Cluster-Level Contrastive Learning for Emotion Recognition in Conversations	16
Graph-Based Facial Affect Analysis: A Review	16
LQGDNet: A Local Quaternion and Global Deep Network for Facial Depression Recognition	16
Detecting Mental Disorders in Social Media Through Emotional Patterns - The Case of Anorexia and Depression	16
Depression Recognition Using Remote Photoplethysmography From Facial Videos	16
Affective Dynamics: Causality Modeling of Temporally Evolving Perceptual and Affective Responses	16
The Arousal Video Game AnnotatIoN (AGAIN) Dataset	16
Aspect-Based Sentiment Analysis with New Target Representation and Dependency Attention	15
FaceEngage: Robust Estimation of Gameplay Engagement from User-Contributed (YouTube) Videos	15
Longitudinal Observational Evidence of the Impact of Emotion Regulation Strategies on Affective Expression	15
An Emotion Recognition Method for Game Evaluation Based on Electroencephalogram	15
Driver Emotion Recognition With a Hybrid Attentional Multimodal Fusion Framework	15
Personal-Zscore: Eliminating Individual Difference for EEG-Based Cross-Subject Emotion Recognition	15
Geometry-Aware Facial Expression Recognition via Attentive Graph Convolutional Networks	15
On the Influence of Shot Scale on Film Mood and Narrative Engagement in Film Viewers	15
Leaders and Followers Identified by Emotional Mimicry During Collaborative Learning: A Facial Expression Recognition Study on Emotional Valence	14
Affect Estimation in 3D Space Using Multi-Task Active Learning for Regression	14
4DME: A Spontaneous 4D Micro-Expression Dataset With Multimodalities	14
An Overview of Facial Micro-Expression Analysis: Data, Methodology and Challenge	14
Leveraging Affective Hashtags for Ranking Music Recommendations	14
Boosting Facial Expression Recognition by A Semi-Supervised Progressive Teacher	14
Designing an Experience Sampling Method for Smartphone Based Emotion Detection	14
Multi-Target Positive Emotion Recognition From EEG Signals	14
Learning to Learn Better Unimodal Representations via Adaptive Multimodal Meta-Learning	14
Prediction of Car Design Perception Using EEG and Gaze Patterns	14
Audio-Visual Automatic Group Affect Analysis	14
Improving the Performance of Sentiment Analysis Using Enhanced Preprocessing Technique and Artificial Neural Network	14
Effective Connectivity Based EEG Revealing the Inhibitory Deficits for Distracting Stimuli in Major Depression Disorders	14
Toward Automated Classroom Observation: Multimodal Machine Learning to Estimate CLASS Positive Climate and Negative Climate	13
Active Learning With Complementary Sampling for Instructing Class-Biased Multi-Label Text Emotion Classification	13
Multiview Facial Expression Recognition, A Survey	13
Multi-Label Multi-Task Deep Learning for Behavioral Coding	13
Induction of Emotional States in Educational Video Games Through a Fuzzy Control System	13
Capturing Emotion Distribution for Multimedia Emotion Tagging	13
Morality Classification in Natural Language Text	13
Two Birds With One Stone: Knowledge-Embedded Temporal Convolutional Transformer for Depression Detection and Emotion Recognition	13
Embodied Robot Models for Interdisciplinary Emotion Research	13
To Be or Not to Be in Flow at Work: Physiological Classification of Flow Using Machine Learning	13
Hierarchical Multiscale Recurrent Neural Networks for Detecting Suicide Notes	12
Autoencoder for Semisupervised Multiple Emotion Detection of Conversation Transcripts	12
Affect in Multimedia: Benchmarking Violent Scenes Detection	12
Multimodal Affective States Recognition Based on Multiscale CNNs and Biologically Inspired Decision Fusion Model	12
Touching Virtual Humans: Haptic Responses Reveal the Emotional Impact of Affective Agents	12
Empathetic Conversational Systems: A Review of Current Advances, Gaps, and Opportunities	12
Probabilistic Attribute Tree Structured Convolutional Neural Networks for Facial Expression Recognition in the Wild	12
Altered Brain Dynamics and Their Ability for Major Depression Detection Using EEG Microstates Analysis	12
Layered-Modeling of Affective and Sensory Experiences using Structural Equation Modeling: Touch Experiences of Plastic Surfaces as an Example	12
Multi-Stage Graph Fusion Networks for Major Depressive Disorder Diagnosis	12
Affective Impression: Sentiment-Awareness POI Suggestion via Embedding in Heterogeneous LBSNs	12
Embedding Refinement Framework for Targeted Aspect-Based Sentiment Analysis	12
Neurofeedback Training With an Electroencephalogram-Based Brain-Computer Interface Enhances Emotion Regulation	12
THIN: THrowable Information Networks and Application for Facial Expression Recognition in the Wild	11
Semi-Structural Interview-Based Chinese Multimodal Depression Corpus Towards Automatic Preliminary Screening of Depressive Disorders	11
Brain-Computer Interface for Generating Personally Attractive Images	11
Cross-Task and Cross-Participant Classification of Cognitive Load in an Emergency Simulation Game	11
Examining Emotion Perception Agreement in Live Music Performance	11
Automatic Emotion Recognition in Clinical Scenario: A Systematic Review of Methods	11
Modeling Multiple Temporal Scales of Full-Body Movements for Emotion Classification	11
Weakly-Supervised Learning for Fine-Grained Emotion Recognition Using Physiological Signals	11
Quality-Aware Bag of Modulation Spectrum Features for Robust Speech Emotion Recognition	11
Affective Dynamics: Principal Motion Analysis of Temporal Dominance of Sensations and Emotions Data	11
Jointly Aligning and Predicting Continuous Emotion Annotations	11
Few-Shot Learning in Emotion Recognition of Spontaneous Speech Using a Siamese Neural Network With Adaptive Sample Pair Formation	11
Sentiment- Emotion- and Context-Guided Knowledge Selection Framework for Emotion Recognition in Conversations	11
Transformer-Based Self-Supervised Multimodal Representation Learning for Wearable Emotion Recognition	11
ECPEC: Emotion-Cause Pair Extraction in Conversations	11
Learning Person-Specific Cognition From Facial Reactions for Automatic Personality Recognition	10
First Impressions Count! The Role of the Human's Emotional State on Rapport Established with an Empathic versus Neutral Virtual Therapist	10
Exploring Complexity of Facial Dynamics in Autism Spectrum Disorder	10
Audio-Visual Emotion Recognition With Preference Learning Based on Intended and Multi-Modal Perceived Labels	10
A Review of Affective Computing Research Based on Function-Component-Representation Framework	10
Applying Probabilistic Programming to Affective Computing	10
Discriminative Few Shot Learning of Facial Dynamics in Interview Videos for Autism Trait Classification	10
Adapting the Interplay Between Personalized and Generalized Affect Recognition Based on an Unsupervised Neural Framework	10