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 1141–1150 of 2041 papers

Title	Date	Tasks	Status	Hype
Shapes of Emotions: Multimodal Emotion Recognition in Conversations via Emotion Shifts	Dec 3, 2021	Emotion RecognitionMultimodal Emotion Recognition	CodeCode Available	1
Classifying Emotional Utterances by Employing Multi-modal Speech Emotion Recognition	Dec 1, 2021	Emotion RecognitionGender Classification	—Unverified	0
Retrofitting of Pre-trained Emotion Words with VAD-dimensions and the Plutchik Emotions	Dec 1, 2021	Emotion RecognitionWord Embeddings	—Unverified	0
The Validity of Lexicon-based Sentiment Analysis in Interdisciplinary Research	Dec 1, 2021	Emotion RecognitionSentiment Analysis	—Unverified	0
以遷移學習改善深度神經網路模型於中文歌詞情緒辨識 (Using Transfer Learning to Improve Deep Neural Networks for Lyrics Emotion Recognition in Chinese)	Dec 1, 2021	Emotion RecognitionTransfer Learning	—Unverified	0
Semi-supervised music emotion recognition using noisy student training and harmonic pitch class profiles	Dec 1, 2021	Emotion Recognitionimage-classification	CodeCode Available	1
Representation learning through cross-modal conditional teacher-student training for speech emotion recognition	Nov 30, 2021	Emotion ClassificationEmotion Recognition	—Unverified	0
Affect-DML: Context-Aware One-Shot Recognition of Human Affect using Deep Metric Learning	Nov 30, 2021	Emotion RecognitionMetric Learning	CodeCode Available	0
Evaluation of Interpretability for Deep Learning algorithms in EEG Emotion Recognition: A case study in Autism	Nov 25, 2021	EEGEEG Emotion Recognition	CodeCode Available	1
A Case Study on the Independence of Speech Emotion Recognition in Bangla and English Languages using Language-Independent Prosodic Features	Nov 21, 2021	Emotion RecognitionSpeech Emotion Recognition	—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