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

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Showing 301–325 of 2041 papers

Title	Date	Tasks	Status	Hype	Score
MTAG: Modal-Temporal Attention Graph for Unaligned Human Multimodal Language Sequences	Oct 22, 2020	Emotion RecognitionMultimodal Sentiment Analysis	CodeCode Available	1	5
MuCDN: Mutual Conversational Detachment Network for Emotion Recognition in Multi-Party Conversations	Oct 1, 2022	Emotion Recognition	CodeCode Available	1	5
Dynamic Emotion Modeling with Learnable Graphs and Graph Inception Network	Aug 6, 2020	Emotion Recognitiongraph construction	CodeCode Available	1	5
DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition	Dec 16, 2020	AllEmotion Recognition	CodeCode Available	1	5
Disentangled Variational Autoencoder for Emotion Recognition in Conversations	May 23, 2023	Emotion RecognitionResponse Generation	CodeCode Available	1	5
Disentangling Textual and Acoustic Features of Neural Speech Representations	Oct 3, 2024	DisentanglementEmotion Recognition	CodeCode Available	1	5
BHAAV- A Text Corpus for Emotion Analysis from Hindi Stories	Oct 9, 2019	Emotion RecognitionSentence	CodeCode Available	1	5
Multimodal Emotion Recognition with Modality-Pairwise Unsupervised Contrastive Loss	Jul 23, 2022	Cultural Vocal Bursts Intensity PredictionEmotion Recognition	CodeCode Available	1	5
PARSE: Pairwise Alignment of Representations in Semi-Supervised EEG Learning for Emotion Recognition	Feb 11, 2022	Data AugmentationEEG	CodeCode Available	1	5
Do Music Generation Models Encode Music Theory?	Oct 1, 2024	Emotion RecognitionGenre classification	CodeCode Available	1	5
ECPE-2D: Emotion-Cause Pair Extraction based on Joint Two-Dimensional Representation, Interaction and Prediction	Jul 1, 2020	Emotion-Cause Pair ExtractionEmotion Recognition	CodeCode Available	1	5
DWFormer: Dynamic Window transFormer for Speech Emotion Recognition	Mar 3, 2023	Emotion RecognitionSpeech Emotion Recognition	CodeCode Available	1	5
SemEval-2020 Task 8: Memotion Analysis -- The Visuo-Lingual Metaphor!	Aug 9, 2020	Emotion Recognition	CodeCode Available	1	5
BiosERC: Integrating Biography Speakers Supported by LLMs for ERC Tasks	Jul 5, 2024	Emotion RecognitionEmotion Recognition in Conversation	CodeCode Available	1	5
Human-Centered Emotion Recognition in Animated GIFs	Apr 27, 2019	Emotion Recognition	CodeCode Available	0	5
VISTANet: VIsual Spoken Textual Additive Net for Interpretable Multimodal Emotion Recognition	Aug 24, 2022	Emotion RecognitionMultimodal Emotion Recognition	CodeCode Available	0	5
Attentive Modality Hopping Mechanism for Speech Emotion Recognition	Nov 29, 2019	Emotion ClassificationEmotion Recognition	CodeCode Available	0	5
A multimodal dynamical variational autoencoder for audiovisual speech representation learning	May 5, 2023	DenoisingDisentanglement	CodeCode Available	0	5
HoloFace: Augmenting Human-to-Human Interactions on HoloLens	Feb 1, 2018	AttributeEmotion Recognition	CodeCode Available	0	5
A Commonsense Reasoning Framework for Explanatory Emotion Attribution, Generation and Re-classification	Jan 11, 2021	Causal Emotion EntailmentCausal Inference	CodeCode Available	0	5
Attention Based Fully Convolutional Network for Speech Emotion Recognition	Jun 5, 2018	Emotion RecognitionSpeech Emotion Recognition	CodeCode Available	0	5
Attention-Augmented End-to-End Multi-Task Learning for Emotion Prediction from Speech	Mar 29, 2019	Emotion RecognitionMulti-Task Learning	CodeCode Available	0	5
Attending to Emotional Narratives	Jul 8, 2019	Emotion RecognitionTime Series	CodeCode Available	0	5
Hide-and-Seek: A Data Augmentation Technique for Weakly-Supervised Localization and Beyond	Nov 6, 2018	Action LocalizationData Augmentation	CodeCode Available	0	5
Heterogeneity over Homogeneity: Investigating Multilingual Speech Pre-Trained Models for Detecting Audio Deepfake	Mar 31, 2024	Audio Deepfake DetectionDeepFake Detection	CodeCode Available	0	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