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 241–250 of 2041 papers

Title	Date	Tasks	Status	Hype
Enhancing Speech Emotion Recognition through Segmental Average Pooling of Self-Supervised Learning Features	Oct 16, 2024	Emotion RecognitionSelf-Supervised Learning	—Unverified	0
EmotionCaps: Enhancing Audio Captioning Through Emotion-Augmented Data Generation	Oct 15, 2024	Audio captioningEmotion Recognition	—Unverified	0
Leveraging LLM Embeddings for Cross Dataset Label Alignment and Zero Shot Music Emotion Prediction	Oct 15, 2024	Emotion RecognitionLanguage Modeling	CodeCode Available	0
Empowering Dysarthric Speech: Leveraging Advanced LLMs for Accurate Speech Correction and Multimodal Emotion Analysis	Oct 13, 2024	Emotion RecognitionSentence	—Unverified	0
LibEER: A Comprehensive Benchmark and Algorithm Library for EEG-based Emotion Recognition	Oct 13, 2024	EEGEmotion Recognition	CodeCode Available	2
Can We Estimate Purchase Intention Based on Zero-shot Speech Emotion Recognition?	Oct 12, 2024	Emotion RecognitionSpeech Emotion Recognition	—Unverified	0
Audio Explanation Synthesis with Generative Foundation Models	Oct 10, 2024	BenchmarkingDecision Making	CodeCode Available	0
A Cross-Lingual Meta-Learning Method Based on Domain Adaptation for Speech Emotion Recognition	Oct 6, 2024	Domain AdaptationEmotion Recognition	—Unverified	0
Context and System Fusion in Post-ASR Emotion Recognition with Large Language Models	Oct 4, 2024	Emotion RecognitionPrediction	CodeCode Available	0
EmojiHeroVR: A Study on Facial Expression Recognition under Partial Occlusion from Head-Mounted Displays	Oct 4, 2024	Dynamic Facial Expression RecognitionEmotion Recognition	CodeCode Available	0

Show:10 25 50

← PrevPage 25 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