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 1151–1175 of 2041 papers

TitleStatusHype
Building a Dialogue Corpus Annotated with Expressed and Experienced EmotionsCode0
A Survey on Physiological Signal Based Emotion Recognition—0
Overcoming Language Disparity in Online Content Classification with Multimodal LearningCode0
A Peek at Peak Emotion Recognition—0
Cross-subject Action Unit Detection with Meta Learning and Transformer-based Relation Modeling—0
Face Detection on Mobile: Five Implementations and Analysis—0
Bias and Fairness on Multimodal Emotion Detection Algorithms—0
M2R2: Missing-Modality Robust emotion Recognition framework with iterative data augmentation—0
PANDAS@TamilNLP-ACL2022: Emotion Analysis in Tamil Text using Language Agnostic Embeddings—0
GJG@TamilNLP-ACL2022: Emotion Analysis and Classification in Tamil using Transformers—0
Varsini_and_Kirthanna@DravidianLangTech-ACL2022-Emotional Analysis in Tamil—0
MUCS@DravidianLangTech@ACL2022: Ensemble of Logistic Regression Penalties to Identify Emotions in Tamil Text—0
UMUTeam@LT-EDI-ACL2022: Detecting Signs of Depression from text—0
UMUTeam@TamilNLP-ACL2022: Emotional Analysis in Tamil—0
Multimodal fusion via cortical network inspired losses—0
Findings of the Shared Task on Emotion Analysis in Tamil—0
Empathy and Distress Prediction using Transformer Multi-output Regression and Emotion Analysis with an Ensemble of Supervised and Zero-Shot Learning Models—0
CUET-NLP@TamilNLP-ACL2022: Multi-Class Textual Emotion Detection from Social Media using Transformer—0
Emotion Analysis of Writers and Readers of Japanese Tweets on VaccinationsCode0
SSNCSE_NLP@TamilNLP-ACL2022: Transformer based approach for Emotion analysis in Tamil language—0
SentEMO: A Multilingual Adaptive Platform for Aspect-based Sentiment and Emotion Analysis—0
Ethics Sheets for AI Tasks—0
JudithJeyafreedaAndrew@TamilNLP-ACL2022:CNN for Emotion Analysis in Tamil—0
Gaze-enhanced Crossmodal Embeddings for Emotion Recognition—0
Climate and Weather: Inspecting Depression Detection via Emotion Recognition—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