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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 591–600 of 2041 papers

Title	Date	Tasks	Status	Score
Emotion Recognition of the Singing Voice: Toward a Real-Time Analysis Tool for Singers	May 1, 2021	BIG-bench Machine LearningEmotion Recognition	CodeCode Available	5
A Multi-task Neural Approach for Emotion Attribution, Classification and Summarization	Dec 21, 2018	ClassificationEmotion Recognition	CodeCode Available	5
EmojiHeroVR: A Study on Facial Expression Recognition under Partial Occlusion from Head-Mounted Displays	Oct 4, 2024	Dynamic Facial Expression RecognitionEmotion Recognition	CodeCode Available	5
Audio Explanation Synthesis with Generative Foundation Models	Oct 10, 2024	BenchmarkingDecision Making	CodeCode Available	5
Deep Learning-Based Feature Fusion for Emotion Analysis and Suicide Risk Differentiation in Chinese Psychological Support Hotlines	Jan 15, 2025	Emotion ClassificationEmotion Recognition	CodeCode Available	5
Deep Learning based Emotion Recognition System Using Speech Features and Transcriptions	Jun 11, 2019	Emotion RecognitionSpeech Emotion Recognition	CodeCode Available	5
Efficient Arabic emotion recognition using deep neural networks	Oct 31, 2020	Emotion RecognitionSpeech Emotion Recognition	CodeCode Available	5
Efficient Low-rank Multimodal Fusion with Modality-Specific Factors	May 31, 2018	Emotion RecognitionMultimodal Sentiment Analysis	CodeCode Available	5
Graph Neural Networks for Image Understanding Based on Multiple Cues: Group Emotion Recognition and Event Recognition as Use Cases	Sep 19, 2019	Emotion RecognitionGraph Neural Network	CodeCode Available	5
Dynamic Parameter Memory: Temporary LoRA-Enhanced LLM for Long-Sequence Emotion Recognition in Conversation	Jul 11, 2025	4kEmotion Recognition	CodeCode Available	5

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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