Emotion Classification

Emotion classification, or emotion categorization, is the task of recognising emotions to classify them into the corresponding category. Given an input, classify it as 'neutral or no emotion' or as one, or more, of several given emotions that best represent the mental state of the subject's facial expression, words, and so on. Some example benchmarks include ROCStories, Many Faces of Anger (MFA), and GoEmotions. Models can be evaluated using metrics such as the Concordance Correlation Coefficient (CCC) and the Mean Squared Error (MSE).

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 458 papers

Title	Date	Tasks	Status	Hype	Score
MELLM: Exploring LLM-Powered Micro-Expression Understanding Enhanced by Subtle Motion Perception	May 11, 2025	Emotion ClassificationLarge Language Model	CodeCode Available	1	5
Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks	Sep 20, 2021	Emotion ClassificationEmotion Recognition	CodeCode Available	1	5
GoEmotions: A Dataset of Fine-Grained Emotions	May 1, 2020	Emotion ClassificationTransfer Learning	CodeCode Available	1	5
GiMeFive: Towards Interpretable Facial Emotion Classification	Feb 24, 2024	ClassificationEmotion Classification	CodeCode Available	1	5
Evaluating Emotion Arcs Across Languages: Bridging the Global Divide in Sentiment Analysis	Jun 3, 2023	ARCEmotion Classification	CodeCode Available	1	5
Not All Negatives are Equal: Label-Aware Contrastive Loss for Fine-grained Text Classification	Sep 12, 2021	AllClassification	CodeCode Available	1	5
DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation	Aug 30, 2019	Emotion ClassificationEmotion Recognition	CodeCode Available	1	5
Twitter Sentiment Analysis	Jun 13, 2021	BIG-bench Machine LearningClassification	CodeCode Available	1	5
Learning Arousal-Valence Representation from Categorical Emotion Labels of Speech	Nov 24, 2023	Dimensionality ReductionEmotion Classification	CodeCode Available	1	5
BERT-like Pre-training for Symbolic Piano Music Classification Tasks	Jul 12, 2021	ClassificationEmotion Classification	CodeCode Available	1	5
Modeling Label Semantics for Predicting Emotional Reactions	Jun 9, 2020	Emotion ClassificationMulti-Label Classification	CodeCode Available	1	5
CTAL: Pre-training Cross-modal Transformer for Audio-and-Language Representations	Sep 1, 2021	Emotion ClassificationLanguage Modeling	CodeCode Available	1	5
Natural Language Inference Prompts for Zero-shot Emotion Classification in Text across Corpora	Sep 14, 2022	Emotion ClassificationNatural Language Inference	CodeCode Available	1	5
A novel Fourier Adjacency Transformer for advanced EEG emotion recognition	Feb 28, 2025	EEGEEG Emotion Recognition	CodeCode Available	1	5
DialogueRNN: An Attentive RNN for Emotion Detection in Conversations	Nov 1, 2018	Emotion ClassificationEmotion Recognition in Conversation	CodeCode Available	1	5
Domain-Invariant Representation Learning from EEG with Private Encoders	Jan 27, 2022	EEGElectroencephalogram (EEG)	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
Fine-Grained Emotion Classification of Chinese Microblogs Based on Graph Convolution Networks	Dec 5, 2019	Dependency ParsingEmotion Classification	CodeCode Available	0	5
FerNeXt: Facial Expression Recognition Using ConvNeXt with Channel Attention	Oct 20, 2023	Deep LearningEmotion Classification	CodeCode Available	0	5
Facial Affect Recognition in the Wild Using Multi-Task Learning Convolutional Network	Feb 3, 2020	Emotion ClassificationMulti-Task Learning	CodeCode Available	0	5
EDA: Enriching Emotional Dialogue Acts using an Ensemble of Neural Annotators	Dec 2, 2019	Dialogue Act ClassificationEmotional Dialogue Acts	CodeCode Available	0	5
Enhancing Cognitive Models of Emotions with Representation Learning	Apr 20, 2021	Emotion ClassificationRepresentation Learning	CodeCode Available	0	5
Exploiting Multiple EEG Data Domains with Adversarial Learning	Apr 16, 2022	EEGElectroencephalogram (EEG)	CodeCode Available	0	5
Empathic Grounding: Explorations using Multimodal Interaction and Large Language Models with Conversational Agents	Jul 1, 2024	Emotional IntelligenceEmotion Classification	CodeCode Available	0	5
EmoTxt: A Toolkit for Emotion Recognition from Text	Aug 13, 2017	Emotion ClassificationEmotion Recognition	CodeCode Available	0	5

Show:10 25 50

← PrevPage 2 of 19Next →

All datasets CMU-MOSEI SemEval 2018 Task 1E-c EWALK MFA ROCStories ArmanEmo CAER-Dynamic RAVDESS ShortPersianEmo

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MARLIN (ViT-L)	Accuracy	80.63	—	Unverified
2	MARLIN (ViT-B)	Accuracy	80.6	—	Unverified
3	MARLIN (ViT-S)	Accuracy	80.38	—	Unverified
4	ConCluGen	Accuracy	66.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SpanEmo	Accuracy	0.6	—	Unverified
2	BERT+DK	Accuracy	0.59	—	Unverified
3	BERT-GCN	Accuracy	0.59	—	Unverified
4	Transformer (finetune)	Macro-F1	0.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ProxEmo (ours)	Accuracy	82.4	—	Unverified
2	STEP [bhattacharya2019step]	Accuracy	78.24	—	Unverified
3	Baseline (Vanilla LSTM) [Ewalk]	Accuracy	55.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MLKNN	F-F1 score (Comb.)	0.34	—	Unverified
2	CC - XGB	F-F1 score (Comb.)	0.33	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Semi-supervision	F1	65.88	—	Unverified
2	NPN + Explanation Training	F1	30.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Deep ParsBERT	Macro F1	0.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAERNet	Accuracy	77.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ERANN-0-4	Top-1 Accuracy	74.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Deep ParsBERT	Macro F1	0.71	—	Unverified