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

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Showing 301–350 of 2041 papers

TitleStatusHype
Emotion-Qwen: Training Hybrid Experts for Unified Emotion and General Vision-Language UnderstandingCode1
KNOT: Knowledge Distillation using Optimal Transport for Solving NLP TasksCode1
InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language ModelsCode1
GA2MIF: Graph and Attention Based Two-Stage Multi-Source Information Fusion for Conversational Emotion DetectionCode1
GiMeFive: Towards Interpretable Facial Emotion ClassificationCode1
Global-Local Attention for Emotion RecognitionCode1
BHAAV- A Text Corpus for Emotion Analysis from Hindi StoriesCode1
GPT-4V with Emotion: A Zero-shot Benchmark for Generalized Emotion RecognitionCode1
Graph Based Network with Contextualized Representations of Turns in DialogueCode1
GraphCFC: A Directed Graph Based Cross-Modal Feature Complementation Approach for Multimodal Conversational Emotion RecognitionCode1
Pre-training strategies and datasets for facial representation learningCode1
Hierarchical Dialogue Understanding with Special Tokens and Turn-level AttentionCode1
HiGRU: Hierarchical Gated Recurrent Units for Utterance-level Emotion RecognitionCode1
BiosERC: Integrating Biography Speakers Supported by LLMs for ERC TasksCode1
AttX: Attentive Cross-Connections for Fusion of Wearable Signals in Emotion Recognition—0
Attributes-aware Visual Emotion Representation Learning—0
A Multimodal Emotion Recognition System: Integrating Facial Expressions, Body Movement, Speech, and Spoken Language—0
Addressing Racial Bias in Facial Emotion Recognition—0
CAMEO: Collection of Multilingual Emotional Speech Corpora—0
Context-Aware Siamese Networks for Efficient Emotion Recognition in Conversation—0
Attentive Cross-modal Connections for Deep Multimodal Wearable-based Emotion Recognition—0
Attentive Convolutional Neural Network based Speech Emotion Recognition: A Study on the Impact of Input Features, Signal Length, and Acted Speech—0
Attention Driven Fusion for Multi-Modal Emotion Recognition—0
Attention-based Region of Interest (ROI) Detection for Speech Emotion Recognition—0
A Multimodal Approach towards Emotion Recognition of Music using Audio and Lyrical Content—0
Addressing Ambiguity of Emotion Labels Through Meta-Learning—0
A Circular-Structured Representation for Visual Emotion Distribution Learning—0
A Multilingual Natural Stress Emotion Database—0
Contemplating Visual Emotions: Understanding and Overcoming Dataset Bias—0
A Multi-Componential Approach to Emotion Recognition and the Effect of Personality—0
AdCOFE: Advanced Contextual Feature Extraction in Conversations for emotion classification—0
Context-aware Cascade Attention-based RNN for Video Emotion Recognition—0
A Transformer Architecture for Stress Detection from ECG—0
A Multi-component CNN-RNN Approach for Dimensional Emotion Recognition in-the-wild—0
A Transfer Learning Method for Speech Emotion Recognition from Automatic Speech Recognition—0
Atom Search Optimization with Simulated Annealing -- a Hybrid Metaheuristic Approach for Feature Selection—0
A Multibias-mitigated and Sentiment Knowledge Enriched Transformer for Debiasing in Multimodal Conversational Emotion Recognition—0
A dataset of continuous affect annotations and physiological signals for emotion analysis—0
Context-aware Interactive Attention for Multi-modal Sentiment and Emotion Analysis—0
A Time Series Analysis of Emotional Loading in Central Bank Statements—0
A Tale of Single-channel Electroencephalogram: Devices, Datasets, Signal Processing, Applications, and Future Directions—0
Amplifying a Sense of Emotion toward Drama-Long Short-Term Memory Recurrent Neural Network for dynamic emotion recognition—0
AMDET: Attention based Multiple Dimensions EEG Transformer for Emotion Recognition—0
A Survey on Speech Large Language Models—0
Adaptive Progressive Attention Graph Neural Network for EEG Emotion Recognition—0
Robust Emotion Recognition via Bi-Level Self-Supervised Continual Learning—0
A Survey on Sentiment and Emotion Analysis for Computational Literary Studies—0
A Survey on Physiological Signal Based Emotion Recognition—0
Alzheimer's Disease Diagnosis Based on Cognitive Methods in Virtual Environments and Emotions Analysis—0
A Survey on Paralinguistics in Tamil Speech Processing—0
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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