SOTAVerified

Multimodal Emotion Recognition

This is a leaderboard for multimodal emotion recognition on the IEMOCAP dataset. The modality abbreviations are A: Acoustic T: Text V: Visual

Please include the modality in the bracket after the model name.

All models must use standard five emotion categories and are evaluated in standard leave-one-session-out (LOSO). See the papers for references.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 180 papers

TitleStatusHype
Video Emotion Open-vocabulary Recognition Based on Multimodal Large Language Model—0
Accommodating Missing Modalities in Time-Continuous Multimodal Emotion Recognition—0
A Comparison of Time-based Models for Multimodal Emotion Recognition—0
A Contextualized Real-Time Multimodal Emotion Recognition for Conversational Agents using Graph Convolutional Networks in Reinforcement Learning—0
Adversarial Representation with Intra-Modal and Inter-Modal Graph Contrastive Learning for Multimodal Emotion Recognition—0
A Multibias-mitigated and Sentiment Knowledge Enriched Transformer for Debiasing in Multimodal Conversational Emotion Recognition—0
A Multimodal Emotion Recognition System: Integrating Facial Expressions, Body Movement, Speech, and Spoken Language—0
Analyzing the Influence of Dataset Composition for Emotion Recognition—0
An Audio-Video Deep and Transfer Learning Framework for Multimodal Emotion Recognition in the wild—0
An Empirical Study and Improvement for Speech Emotion Recognition—0
A Novel Approach to for Multimodal Emotion Recognition : Multimodal semantic information fusion—0
A Robust Incomplete Multimodal Low-Rank Adaptation Approach for Emotion Recognition—0
A Two-Stage Multimodal Emotion Recognition Model Based on Graph Contrastive Learning—0
A Unified Transformer-based Network for multimodal Emotion Recognition—0
BeMERC: Behavior-Aware MLLM-based Framework for Multimodal Emotion Recognition in Conversation—0
Bias and Fairness on Multimodal Emotion Detection Algorithms—0
CMATH: Cross-Modality Augmented Transformer with Hierarchical Variational Distillation for Multimodal Emotion Recognition in Conversation—0
COLD Fusion: Calibrated and Ordinal Latent Distribution Fusion for Uncertainty-Aware Multimodal Emotion Recognition—0
Context-aware Cascade Attention-based RNN for Video Emotion Recognition—0
Context-Dependent Domain Adversarial Neural Network for Multimodal Emotion Recognition—0
Contextual Dependencies in Time-Continuous Multidimensional Affect Recognition—0
Continuous Multimodal Emotion Recognition Approach for AVEC 2017—0
Continuous-Time Audiovisual Fusion with Recurrence vs. Attention for In-The-Wild Affect Recognition—0
Convolutional Attention Networks for Multimodal Emotion Recognition from Speech and Text Data—0
Cross-modal Context Fusion and Adaptive Graph Convolutional Network for Multimodal Conversational Emotion Recognition—0
cross-modal fusion techniques for utterance-level emotion recognition from text and speech—0
CSAT‑FTCN: A Fuzzy‑Oriented Model with Contextual Self‑attention Network for Multimodal Emotion Recognition—0
Deep CNN with late fusion for realtime multimodal emotion recognition—0
Deep Imbalanced Learning for Multimodal Emotion Recognition in Conversations—0
DER-GCN: Dialogue and Event Relation-Aware Graph Convolutional Neural Network for Multimodal Dialogue Emotion Recognition—0
Do Multimodal Emotion Recognition Models Tackle Ambiguity?—0
Dynamic Graph Neural ODE Network for Multi-modal Emotion Recognition in Conversation—0
Dynamic Modality and View Selection for Multimodal Emotion Recognition with Missing Modalities—0
Early Joint Learning of Emotion Information Makes MultiModal Model Understand You Better—0
EMERSK -- Explainable Multimodal Emotion Recognition with Situational Knowledge—0
EMOE: Modality-Specific Enhanced Dynamic Emotion Experts—0
EmoTech: A Multi-modal Speech Emotion Recognition Using Multi-source Low-level Information with Hybrid Recurrent Network—0
EmotiCon: Context-Aware Multimodal Emotion Recognition using Frege's Principle—0
Emotion recognition based on multi-modal electrophysiology multi-head attention Contrastive Learning—0
Emotion recognition by fusing time synchronous and time asynchronous representations—0
Emotion Recognition with Pre-Trained Transformers Using Multimodal Signals—0
Empathy Through Multimodality in Conversational Interfaces—0
Enhancing Emotion Recognition in Incomplete Data: A Novel Cross-Modal Alignment, Reconstruction, and Refinement Framework—0
Enhancing Multimodal Emotion Recognition through Multi-Granularity Cross-Modal Alignment—0
Exploring Attention Mechanisms for Multimodal Emotion Recognition in an Emergency Call Center Corpus—0
FAF: A novel multimodal emotion recognition approach integrating face, body and text—0
Framewise approach in multimodal emotion recognition in OMG challenge—0
GatedxLSTM: A Multimodal Affective Computing Approach for Emotion Recognition in Conversations—0
GSDNet: Revisiting Incomplete Multimodal-Diffusion from Graph Spectrum Perspective for Conversation Emotion Recognition—0
United we stand, Divided we fall: Handling Weak Complementary Relationships for Audio-Visual Emotion Recognition in Valence-Arousal Space—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GraphSmileWeighted F186.52—Unverified
2JoyfulWeighted F185.7—Unverified
3COGMENWeighted F184.5—Unverified
4DANNAccuracy82.7—Unverified
5MMERAccuracy81.7—Unverified
6PATHOSnet v2Accuracy80.4—Unverified
7Self-attention weight correction (A+T)Accuracy76.8—Unverified
8CHFusionAccuracy76.5—Unverified
9bc-LSTMWeighted F174.1—Unverified
10Audio + Text (Stage III)F170.5—Unverified
#ModelMetricClaimedVerifiedStatus
1GraphSmileWeighted F166.71—Unverified
2Audio + Text (Stage III)Weighted F165.8—Unverified
3JoyfulWeighted F161.77—Unverified
#ModelMetricClaimedVerifiedStatus
1GraphSmileWeighted F172.81—Unverified
2JoyfulWeighted F170.5—Unverified
#ModelMetricClaimedVerifiedStatus
1GraphSmileWeighted F144.93—Unverified
#ModelMetricClaimedVerifiedStatus
1GraphSmileWeighted F166.73—Unverified
#ModelMetricClaimedVerifiedStatus
1SMPLify-Xv2v error52.9—Unverified
#ModelMetricClaimedVerifiedStatus
1GraphSmileWeighted F174.31—Unverified