SOTAVerified

Emotion Recognition

Emotion Recognition is an important area of research to enable effective human-computer interaction. Human emotions can be detected using speech signal, facial expressions, body language, and electroencephalography (EEG). Source: Using Deep Autoencoders for Facial Expression Recognition

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–200 of 2041 papers

TitleStatusHype
Audio-Visual Fusion for Emotion Recognition in the Valence-Arousal Space Using Joint Cross-AttentionCode1
Estimating the Uncertainty in Emotion Attributes using Deep Evidential RegressionCode1
CARAT: Contrastive Feature Reconstruction and Aggregation for Multi-Modal Multi-Label Emotion RecognitionCode1
CAGE: Circumplex Affect Guided Expression InferenceCode1
CFN-ESA: A Cross-Modal Fusion Network with Emotion-Shift Awareness for Dialogue Emotion RecognitionCode1
CLARA: Multilingual Contrastive Learning for Audio Representation AcquisitionCode1
ADVISER: A Toolkit for Developing Multi-modal, Multi-domain and Socially-engaged Conversational AgentsCode1
ChatGPT: Jack of all trades, master of noneCode1
A Efficient Multimodal Framework for Large Scale Emotion Recognition by Fusing Music and Electrodermal Activity SignalsCode1
Codified audio language modeling learns useful representations for music information retrievalCode1
COGMEN: COntextualized GNN based Multimodal Emotion recognitioNCode1
Compact Graph Architecture for Speech Emotion RecognitionCode1
A Facial Expression-Aware Multimodal Multi-task Learning Framework for Emotion Recognition in Multi-party ConversationsCode1
CoMPM: Context Modeling with Speaker's Pre-trained Memory Tracking for Emotion Recognition in ConversationCode1
CoMPM: Context Modeling with Speaker’s Pre-trained Memory Tracking for Emotion Recognition in ConversationCode1
GiMeFive: Towards Interpretable Facial Emotion ClassificationCode1
Affective Behaviour Analysis Using Pretrained Model with Facial PrioriCode1
Continuous Emotion Recognition using Visual-audio-linguistic information: A Technical Report for ABAW3Code1
Context De-confounded Emotion RecognitionCode1
Context Based Emotion Recognition using EMOTIC DatasetCode1
Attribute Inference Attack of Speech Emotion Recognition in Federated Learning SettingsCode1
Group Gated Fusion on Attention-based Bidirectional Alignment for Multimodal Emotion RecognitionCode1
Contextual Information and Commonsense Based Prompt for Emotion Recognition in ConversationCode1
Emotion Understanding in Videos Through Body, Context, and Visual-Semantic Embedding LossCode1
Conversation Understanding using Relational Temporal Graph Neural Networks with Auxiliary Cross-Modality InteractionCode1
Emotion Recognition in Audio and Video Using Deep Neural NetworksCode1
How to Enhance Causal Discrimination of Utterances: A Case on Affective ReasoningCode1
Cooperative Sentiment Agents for Multimodal Sentiment AnalysisCode1
Emotion Recognition from Speech Using Wav2vec 2.0 EmbeddingsCode1
Aff-Wild2: Extending the Aff-Wild Database for Affect RecognitionCode1
Cross Attentional Audio-Visual Fusion for Dimensional Emotion RecognitionCode1
Emotion Recognition on large video dataset based on Convolutional Feature Extractor and Recurrent Neural NetworkCode1
A novel facial emotion recognition model using segmentation VGG-19 architectureCode1
A novel Fourier Adjacency Transformer for advanced EEG emotion recognitionCode1
Cross Task Neural Architecture Search for EEG Signal ClassificationsCode1
EmoVIT: Revolutionizing Emotion Insights with Visual Instruction TuningCode1
In Search of a Robust Facial Expressions Recognition Model: A Large-Scale Visual Cross-Corpus StudyCode1
InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language ModelsCode1
Curriculum Learning Meets Directed Acyclic Graph for Multimodal Emotion RecognitionCode1
Interpretable SincNet-based Deep Learning for Emotion Recognition from EEG brain activityCode1
Ethics Sheet for Automatic Emotion Recognition and Sentiment AnalysisCode1
EmotionFlow: Capture the Dialogue Level Emotion TransitionsCode1
A Transformer-based joint-encoding for Emotion Recognition and Sentiment AnalysisCode1
A Persian ASR-based SER: Modification of Sharif Emotional Speech Database and Investigation of Persian Text CorporaCode1
A Hierarchical Transformer with Speaker Modeling for Emotion Recognition in ConversationCode1
Deep Multilayer Perceptrons for Dimensional Speech Emotion RecognitionCode1
DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in ConversationsCode1
Dynamic Emotion Modeling with Learnable Graphs and Graph Inception NetworkCode1
A proposal for Multimodal Emotion Recognition using aural transformers and Action Units on RAVDESS datasetCode1
Emotionless: Privacy-Preserving Speech Analysis for Voice AssistantsCode1
Show:102550
← PrevPage 4 of 41Next →
All datasetsEmomusicRAVDESSEMOTICFER2013MaSaC_ERCMPEDMSP-PodcastSEEDคลิปคุณพ่อให้ลูกสาวยืมโทรศัพท์และความสนุกสนาน

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1M2D-CLAPEmoA77.4—Unverified
2M2D2EmoA76.7—Unverified
3M2DEmoA76.1—Unverified
4Jukebox (Pre-training: CALM)EmoA72.1—Unverified
5CLMR (Pre-training: contrastive)EmoA67.8—Unverified
#ModelMetricClaimedVerifiedStatus
1LogisticRegression on posteriors of xlsr-Wav2Vec2.0&bi-LSTM+AttentionAccuracy86.7—Unverified
2MultiMAE-DERWAR83.61—Unverified
3Intermediate-Attention-FusionAccuracy81.58—Unverified
4Logistic Regression on posteriors of the CNN-14&biLSTM-GuidedSTAccuracy80.08—Unverified
5ERANN-0-4Accuracy74.8—Unverified
#ModelMetricClaimedVerifiedStatus
1CAGETop-3 Accuracy (%)14.73—Unverified
2FocusCLIPTop-3 Accuracy (%)13.73—Unverified
#ModelMetricClaimedVerifiedStatus
1VGG based5-class test accuracy66.13—Unverified
#ModelMetricClaimedVerifiedStatus
1MaSaC-ERC-ZF1-score (Weighted)51.17—Unverified
#ModelMetricClaimedVerifiedStatus
1BiHDMAccuracy40.34—Unverified
#ModelMetricClaimedVerifiedStatus
1w2v2-L-robust-12Concordance correlation coefficient (CCC)0.64—Unverified
#ModelMetricClaimedVerifiedStatus
14D-aNNAccuracy96.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN1'"1—Unverified