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 20012041 of 2041 papers

TitleStatusHype
Discriminating Neutral and Emotional Speech using Neural Networks0
Hierarchical Sparse and Collaborative Low-Rank Representation for Emotion RecognitionCode0
Joint Emotion Analysis via Multi-task Gaussian Processes0
Real-time emotion recognition for gaming using deep convolutional network featuresCode0
Multi-Lingual Sentiment Analysis of Social Data Based on Emotion-Bearing Patterns0
Generating a Word-Emotion Lexicon from \#Emotional Tweets0
Improved Frame Level Features and SVM Supervectors Approach for the Recogniton of Emotional States from Speech: Application to categorical and dimensional states0
Semantic Role Labeling of Emotions in Tweets0
Depeche Mood: a Lexicon for Emotion Analysis from Crowd Annotated News0
DepecheMood: a Lexicon for Emotion Analysis from Crowd-Annotated News0
Speech-Based Emotion Recognition: Feature Selection by Self-Adaptive Multi-Criteria Genetic Algorithm0
EMOVO Corpus: an Italian Emotional Speech Database0
VOCE Corpus: Ecologically Collected Speech Annotated with Physiological and Psychological Stress Assessments0
Construction and Annotation of a French Folkstale Corpus0
Comparison of Gender- and Speaker-adaptive Emotion Recognition0
Acquiring a Dictionary of Emotion-Provoking Events0
Emotion Analysis Platform on Chinese Microblog0
MFCC based Enlargement of the Training Set for Emotion Recognition in Speech0
Real-time Automatic Emotion Recognition from Body Gestures0
Dynamic Model of Facial Expression Recognition based on Eigen-face Approach0
Construction of Emotional Lexicon Using Potts Model0
General Purpose Textual Sentiment Analysis and Emotion Detection Tools0
Linguistic Linked Data for Sentiment Analysis0
Crowdsourcing a Word-Emotion Association Lexicon0
Utterance-Level Multimodal Sentiment Analysis0
Visual Features for Linguists: Basic image analysis techniques for multimodally-curious NLPers0
Fine-Grained Emotion Recognition in Olympic Tweets Based on Human Computation0
Spanish DAL: A Spanish Dictionary of Affect in Language0
Improving Automatic Emotion Recognition from speech using Rhythm and Temporal feature0
Emotiphons: Emotion Markers in Conversational Speech - Comparison across Indian Languages0
Intention Analysis for Sales, Marketing and Customer Service0
Prior versus Contextual Emotion of a Word in a Sentence0
Demonstration of IlluMe: Creating Ambient According to Instant Message Logs0
Lyrics, Music, and Emotions0
Mining Sentiment Words from Microblogs for Predicting Writer-Reader Emotion Transition0
A Parallel Corpus of Music and Lyrics Annotated with Emotions0
``You Seem Aggressive!'' Monitoring Anger in a Practical Application0
A Multilingual Natural Stress Emotion Database0
A Parameterized and Annotated Spoken Dialog Corpus of the CMU Let's Go Bus Information System0
Building a Multimodal Laughter Database for Emotion Recognition0
A hierarchical approach with feature selection for emotion recognition from speech0
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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