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 41–50 of 2041 papers

Title	Date	Tasks	Status	Hype
Knowledge-Aligned Counterfactual-Enhancement Diffusion Perception for Unsupervised Cross-Domain Visual Emotion Recognition	May 26, 2025	counterfactualDomain Adaptation	—Unverified	0
EmoSphere-SER: Enhancing Speech Emotion Recognition Through Spherical Representation with Auxiliary Classification	May 26, 2025	Emotion Recognitionregression	CodeCode Available	2
Improving Speech Emotion Recognition Through Cross Modal Attention Alignment and Balanced Stacking Model	May 26, 2025	Emotion RecognitionSpeech Emotion Recognition	CodeCode Available	0
ALAS: Measuring Latent Speech-Text Alignment For Spoken Language Understanding In Multimodal LLMs	May 26, 2025	cross-modal alignmentEmotion Recognition	—Unverified	0
Contrastive Distillation of Emotion Knowledge from LLMs for Zero-Shot Emotion Recognition	May 23, 2025	DescriptiveEmotion Recognition	CodeCode Available	0
CosyVoice 3: Towards In-the-wild Speech Generation via Scaling-up and Post-training	May 23, 2025	Automatic Speech RecognitionEmotion Recognition	CodeCode Available	11
Audio-to-Audio Emotion Conversion With Pitch And Duration Style Transfer	May 23, 2025	Data AugmentationEmotion Recognition	—Unverified	0
ABHINAYA -- A System for Speech Emotion Recognition In Naturalistic Conditions Challenge	May 23, 2025	Emotion RecognitionSpeech Emotion Recognition	CodeCode Available	0
Meta-PerSER: Few-Shot Listener Personalized Speech Emotion Recognition via Meta-learning	May 22, 2025	Emotion RecognitionMeta-Learning	—Unverified	0
MIKU-PAL: An Automated and Standardized Multi-Modal Method for Speech Paralinguistic and Affect Labeling	May 21, 2025	Emotion RecognitionFace Detection	—Unverified	0

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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