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 2026–2041 of 2041 papers

Title	Date	Tasks	Status
Visual Features for Linguists: Basic image analysis techniques for multimodally-curious NLPers	Aug 1, 2013	Emotion RecognitionObject Recognition	—Unverified
Spanish DAL: A Spanish Dictionary of Affect in Language	Jun 1, 2013	Emotion RecognitionMachine Translation	—Unverified
Fine-Grained Emotion Recognition in Olympic Tweets Based on Human Computation	Jun 1, 2013	Emotion ClassificationEmotion Recognition	—Unverified
Improving Automatic Emotion Recognition from speech using Rhythm and Temporal feature	Mar 7, 2013	Emotion RecognitionRhythm	—Unverified
Intention Analysis for Sales, Marketing and Customer Service	Dec 1, 2012	Emotion RecognitionMarketing	—Unverified
Emotiphons: Emotion Markers in Conversational Speech - Comparison across Indian Languages	Dec 1, 2012	Emotion RecognitionSentiment Analysis	—Unverified
Prior versus Contextual Emotion of a Word in a Sentence	Jul 1, 2012	Emotion RecognitionQuestion Answering	—Unverified
Lyrics, Music, and Emotions	Jul 1, 2012	Emotion Recognition	—Unverified
Demonstration of IlluMe: Creating Ambient According to Instant Message Logs	Jul 1, 2012	Emotion Recognition	—Unverified
A hierarchical approach with feature selection for emotion recognition from speech	May 1, 2012	ClassificationDimensionality Reduction	—Unverified
Building a Multimodal Laughter Database for Emotion Recognition	May 1, 2012	Emotion Recognition	—Unverified
A Parallel Corpus of Music and Lyrics Annotated with Emotions	May 1, 2012	Emotion ClassificationEmotion Recognition	—Unverified
A Parameterized and Annotated Spoken Dialog Corpus of the CMU Let's Go Bus Information System	May 1, 2012	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Mining Sentiment Words from Microblogs for Predicting Writer-Reader Emotion Transition	May 1, 2012	Emotion ClassificationEmotion Recognition	—Unverified
A Multilingual Natural Stress Emotion Database	May 1, 2012	Emotion RecognitionSpeech Synthesis	—Unverified
``You Seem Aggressive!'' Monitoring Anger in a Practical Application	May 1, 2012	Emotion ClassificationEmotion Recognition	—Unverified

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All datasets Emomusic RAVDESS EMOTIC FER2013 MaSaC_ERC MPED MSP-Podcast SEED คลิปคุณพ่อให้ลูกสาวยืมโทรศัพท์และความสนุกสนาน

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	M2D-CLAP	EmoA	77.4	—	Unverified
2	M2D2	EmoA	76.7	—	Unverified
3	M2D	EmoA	76.1	—	Unverified
4	Jukebox (Pre-training: CALM)	EmoA	72.1	—	Unverified
5	CLMR (Pre-training: contrastive)	EmoA	67.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LogisticRegression on posteriors of xlsr-Wav2Vec2.0&bi-LSTM+Attention	Accuracy	86.7	—	Unverified
2	MultiMAE-DER	WAR	83.61	—	Unverified
3	Intermediate-Attention-Fusion	Accuracy	81.58	—	Unverified
4	Logistic Regression on posteriors of the CNN-14&biLSTM-GuidedST	Accuracy	80.08	—	Unverified
5	ERANN-0-4	Accuracy	74.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAGE	Top-3 Accuracy (%)	14.73	—	Unverified
2	FocusCLIP	Top-3 Accuracy (%)	13.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VGG based	5-class test accuracy	66.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MaSaC-ERC-Z	F1-score (Weighted)	51.17	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BiHDM	Accuracy	40.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	w2v2-L-robust-12	Concordance correlation coefficient (CCC)	0.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	4D-aNN	Accuracy	96.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN	1'"	1	—	Unverified