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 171–180 of 2041 papers

Title	Date	Tasks	Status	Hype
FV2ES: A Fully End2End Multimodal System for Fast Yet Effective Video Emotion Recognition Inference	Sep 21, 2022	Emotion RecognitionMultimodal Emotion Recognition	CodeCode Available	1
Audio-Visual Fusion for Emotion Recognition in the Valence-Arousal Space Using Joint Cross-Attention	Sep 19, 2022	Emotion Recognition	CodeCode Available	1
Non-Contrastive Self-Supervised Learning of Utterance-Level Speech Representations	Aug 10, 2022	Emotion RecognitionSelf-Supervised Learning	CodeCode Available	1
Contextual Information and Commonsense Based Prompt for Emotion Recognition in Conversation	Jul 27, 2022	Emotion RecognitionEmotion Recognition in Conversation	CodeCode Available	1
GA2MIF: Graph and Attention Based Two-Stage Multi-Source Information Fusion for Conversational Emotion Detection	Jul 25, 2022	Emotion RecognitionEmotion Recognition in Conversation	CodeCode Available	1
Affective Behaviour Analysis Using Pretrained Model with Facial Priori	Jul 24, 2022	Emotion Recognition	CodeCode Available	1
Multimodal Emotion Recognition with Modality-Pairwise Unsupervised Contrastive Loss	Jul 23, 2022	Cultural Vocal Bursts Intensity PredictionEmotion Recognition	CodeCode Available	1
Self-supervised Group Meiosis Contrastive Learning for EEG-Based Emotion Recognition	Jul 12, 2022	Contrastive LearningData Augmentation	CodeCode Available	1
GraphCFC: A Directed Graph Based Cross-Modal Feature Complementation Approach for Multimodal Conversational Emotion Recognition	Jul 6, 2022	Emotion ClassificationEmotion Recognition	CodeCode Available	1
CoMPM: Context Modeling with Speaker’s Pre-trained Memory Tracking for Emotion Recognition in Conversation	Jul 1, 2022	Emotion RecognitionEmotion Recognition in Conversation	CodeCode Available	1

Show:10 25 50

← PrevPage 18 of 205Next →

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