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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 201–250 of 2041 papers

TitleStatusHype
Enhancing Speech Emotion Recognition Through Differentiable Architecture SearchCode1
Arabic Speech Emotion Recognition Employing Wav2vec2.0 and HuBERT Based on BAVED DatasetCode1
Multimodal Routing: Improving Local and Global Interpretability of Multimodal Language AnalysisCode1
Interpretable SincNet-based Deep Learning for Emotion Recognition from EEG brain activityCode1
Is Cross-Attention Preferable to Self-Attention for Multi-Modal Emotion Recognition?Code1
Jointly Fine-Tuning “BERT-like” Self Supervised Models to Improve Multimodal Speech Emotion RecognitionCode1
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
Latent Distribution Decoupling: A Probabilistic Framework for Uncertainty-Aware Multimodal Emotion RecognitionCode1
Context Based Emotion Recognition using EMOTIC DatasetCode1
Contrast and Generation Make BART a Good Dialogue Emotion RecognizerCode1
Learning Emotion Representations from Verbal and Nonverbal CommunicationCode1
A Joint Cross-Attention Model for Audio-Visual Fusion in Dimensional Emotion RecognitionCode1
Leveraging Label Correlations in a Multi-label Setting: A Case Study in EmotionCode1
Automated Parkinson's Disease Detection and Affective Analysis from Emotional EEG SignalsCode1
LSSED: a large-scale dataset and benchmark for speech emotion recognitionCode1
M3ED: Multi-modal Multi-scene Multi-label Emotional Dialogue DatabaseCode1
Mamba-Enhanced Text-Audio-Video Alignment Network for Emotion Recognition in ConversationsCode1
Cross-Lingual Cross-Age Group Adaptation for Low-Resource Elderly Speech Emotion RecognitionCode1
CMCRD: Cross-Modal Contrastive Representation Distillation for Emotion RecognitionCode1
Cluster-Level Contrastive Learning for Emotion Recognition in ConversationsCode1
Milmer: a Framework for Multiple Instance Learning based Multimodal Emotion RecognitionCode1
Codified audio language modeling learns useful representations for music information retrievalCode1
MM-DFN: Multimodal Dynamic Fusion Network for Emotion Recognition in ConversationsCode1
MMGCN: Multimodal Fusion via Deep Graph Convolution Network for Emotion Recognition in ConversationCode1
Modality-Transferable Emotion Embeddings for Low-Resource Multimodal Emotion RecognitionCode1
MSAF: Multimodal Split Attention FusionCode1
A Supervised Information Enhanced Multi-Granularity Contrastive Learning Framework for EEG Based Emotion RecognitionCode1
MS-MDA: Multisource Marginal Distribution Adaptation for Cross-subject and Cross-session EEG Emotion RecognitionCode1
ChatGPT: Jack of all trades, master of noneCode1
Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal NuancesCode1
MultiMAE-DER: Multimodal Masked Autoencoder for Dynamic Emotion RecognitionCode1
Multimodal Emotion Recognition with Transformer-Based Self Supervised Feature FusionCode1
Multimodal Emotion Recognition with High-level Speech and Text FeaturesCode1
Multimodal Information Bottleneck: Learning Minimal Sufficient Unimodal and Multimodal RepresentationsCode1
CFN-ESA: A Cross-Modal Fusion Network with Emotion-Shift Awareness for Dialogue Emotion RecognitionCode1
Multivariate, Multi-Frequency and Multimodal: Rethinking Graph Neural Networks for Emotion Recognition in ConversationCode1
MuSe 2020 -- The First International Multimodal Sentiment Analysis in Real-life Media Challenge and WorkshopCode1
CLARA: Multilingual Contrastive Learning for Audio Representation AcquisitionCode1
COGMEN: COntextualized GNN based Multimodal Emotion recognitioNCode1
PARSE: Pairwise Alignment of Representations in Semi-Supervised EEG Learning for Emotion RecognitionCode1
A Transformer-based joint-encoding for Emotion Recognition and Sentiment AnalysisCode1
CAGE: Circumplex Affect Guided Expression InferenceCode1
Personalized Dynamic Music Emotion Recognition with Dual-Scale Attention-Based Meta-LearningCode1
Perspective-taking and Pragmatics for Generating Empathetic Responses Focused on Emotion CausesCode1
BHAAV- A Text Corpus for Emotion Analysis from Hindi StoriesCode1
Tracing Intricate Cues in Dialogue: Joint Graph Structure and Sentiment Dynamics for Multimodal Emotion RecognitionCode1
Pre-trained Deep Convolution Neural Network Model With Attention for Speech Emotion RecognitionCode1
A Multimodal Corpus for Emotion Recognition in SarcasmCode1
BiosERC: Integrating Biography Speakers Supported by LLMs for ERC TasksCode1
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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