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 1726–1750 of 2041 papers

TitleStatusHype
Push the Limit of Multi-modal Emotion Recognition by Prompting LLMs with Receptive-Field-Aware Attention Weighting—0
Qieemo: Speech Is All You Need in the Emotion Recognition in Conversations—0
Quality at the Tail of Machine Learning Inference—0
Reading Smiles: Proxy Bias in Foundation Models for Facial Emotion Recognition—0
Real-time Automatic Emotion Recognition from Body Gestures—0
Real-time EEG-based Emotion Recognition using Discrete Wavelet Transforms on Full and Reduced Channel Signals—0
Real Time Emotion Analysis Using Deep Learning for Education, Entertainment, and Beyond—0
Real-Time Imitation of Human Head Motions, Blinks and Emotions by Nao Robot: A Closed-Loop Approach—0
Real-Time Speech Emotion and Sentiment Recognition for Interactive Dialogue Systems—0
Real-time Speech Emotion Recognition Based on Syllable-Level Feature Extraction—0
Recognition of Emotions using Kinects—0
Recognizing Emotion Regulation Strategies from Human Behavior with Large Language Models—0
Recognizing Emotions in Video Using Multimodal DNN Feature Fusion—0
Recognizing More Emotions with Less Data Using Self-supervised Transfer Learning—0
Recording Brain Activity While Listening to Music Using Wearable EEG Devices Combined with Bidirectional Long Short-Term Memory Networks—0
Reevaluating Data Partitioning for Emotion Detection in EmoWOZ—0
HoloFace: Augmenting Human-to-Human Interactions on HoloLensCode0
Emotion Recognition in the Wild using Deep Neural Networks and Bayesian ClassifiersCode0
Hierarchical Sparse and Collaborative Low-Rank Representation for Emotion RecognitionCode0
Human-Centered Emotion Recognition in Animated GIFsCode0
Whose Emotion Matters? Speaking Activity Localisation without Prior KnowledgeCode0
Decoding Emotions: A comprehensive Multilingual Study of Speech Models for Speech Emotion RecognitionCode0
Emotion recognition in talking-face videos using persistent entropy and neural networksCode0
A multimodal dynamical variational autoencoder for audiovisual speech representation learningCode0
Emotion Recognition in Horses with Convolutional Neural NetworksCode0
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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