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

Showing 9511000 of 2041 papers

TitleStatusHype
A Graph Isomorphism Network with Weighted Multiple Aggregators for Speech Emotion Recognition0
Few-shot Learning in Emotion Recognition of Spontaneous Speech Using a Siamese Neural Network with Adaptive Sample Pair Formation0
Acoustic-to-articulatory Speech Inversion with Multi-task Learning0
FindingEmo: An Image Dataset for Emotion Recognition in the Wild0
Finding Good Representations of Emotions for Text Classification0
Findings of the Shared Task on Emotion Analysis in Tamil0
Finding Task-specific Subnetworks in Multi-task Spoken Language Understanding Model0
Fine-Grained Emotion Detection in Health-Related Online Posts0
Fine-Grained Emotion Recognition in Olympic Tweets Based on Human Computation0
Emotion Recognition from Multiple Modalities: Fundamentals and Methodologies0
Fine-tuning Wav2vec for Vocal-burst Emotion Recognition0
Fitting Different Interactive Information: Joint Classification of Emotion and Intention0
Emotion Recognition from Microblog Managing Emoticon with Text and Classifying using 1D CNN0
Emotion Recognition From Gait Analyses: Current Research and Future Directions0
Human Pose Descriptions and Subject-Focused Attention for Improved Zero-Shot Transfer in Human-Centric Classification Tasks0
Emotion Recognition for Vietnamese Social Media Text0
Forewords0
Fractal Dimension Pattern Based Multiresolution Analysis for Rough Estimator of Person-Dependent Audio Emotion Recognition0
A Novel Multi-Task Learning Method for Symbolic Music Emotion Recognition0
Emotion Recognition for Low-Resource Turkish: Fine-Tuning BERTurk on TREMO and Testing on Xenophobic Political Discourse0
Emotion Recognition for In-the-wild Videos0
CocoER: Aligning Multi-Level Feature by Competition and Coordination for Emotion Recognition0
Emotion Recognition for Healthcare Surveillance Systems Using Neural Networks: A Survey0
Emotion Recognition for Challenged People Facial Appearance in Social using Neural Network0
A Novel Geometric Framework on Gram Matrix Trajectories for Human Behavior Understanding0
Frustrated, Polite, or Formal: Quantifying Feelings and Tone in Email0
A Genetic Feature Selection Based Two-stream Neural Network for Anger Veracity Recognition0
Affective Video Content Analysis: Decade Review and New Perspectives0
Emotion recognition by fusing time synchronous and time asynchronous representations0
Fusing ASR Outputs in Joint Training for Speech Emotion Recognition0
CNN-n-GRU: end-to-end speech emotion recognition from raw waveform signal using CNNs and gated recurrent unit networks0
Fusion approaches for emotion recognition from speech using acoustic and text-based features0
Emotion Recognition by Body Movement Representation on the Manifold of Symmetric Positive Definite Matrices0
Fusion with Hierarchical Graphs for Mulitmodal Emotion Recognition0
Emotion Recognition based on Psychological Components in Guided Narratives for Emotion Regulation0
Fuzzy-aware Loss for Source-free Domain Adaptation in Visual Emotion Recognition0
CNN+LSTM Architecture for Speech Emotion Recognition with Data Augmentation0
Emotion recognition based on multi-modal electrophysiology multi-head attention Contrastive Learning0
CNN based music emotion classification0
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities0
CN-HIT-MI.T at SemEval-2020 Task 8: Memotion Analysis Based on BERT0
GatedxLSTM: A Multimodal Affective Computing Approach for Emotion Recognition in Conversations0
A Generalized Zero-Shot Framework for Emotion Recognition from Body Gestures0
Acoustic and linguistic representations for speech continuous emotion recognition in call center conversations0
Gaze-enhanced Crossmodal Embeddings for Emotion Recognition0
GCM-Net: Graph-enhanced Cross-Modal Infusion with a Metaheuristic-Driven Network for Video Sentiment and Emotion Analysis0
GEmo-CLAP: Gender-Attribute-Enhanced Contrastive Language-Audio Pretraining for Accurate Speech Emotion Recognition0
General Purpose Textual Sentiment Analysis and Emotion Detection Tools0
A Bilingual Attention Network for Code-switched Emotion Prediction0
EmotionQueen: A Benchmark for Evaluating Empathy of Large Language Models0
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Benchmark Results

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