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 226–250 of 458 papers

Title	Date	Tasks	Status	Hype
Understanding the Role of Affect Dimensions in Detecting Emotions from Tweets: A Multi-task Approach	May 9, 2021	Emotion Classificationregression	CodeCode Available	1
Magnifying Subtle Facial Motions for Effective 4D Expression Recognition	May 5, 2021	Emotion ClassificationFacial Expression Recognition	—Unverified	0
Towards Interpretable and Transferable Speech Emotion Recognition: Latent Representation Based Analysis of Features, Methods and Corpora	May 5, 2021	ClusteringDecision Making	—Unverified	0
Sentiment and Emotion Classification of Epidemic Related Bilingual data from Social Media	May 4, 2021	Emotion ClassificationGeneral Classification	—Unverified	0
WASSA@IITK at WASSA 2021: Multi-task Learning and Transformer Finetuning for Emotion Classification and Empathy Prediction	Apr 20, 2021	ClassificationEmotion Classification	—Unverified	0
Enhancing Cognitive Models of Emotions with Representation Learning	Apr 20, 2021	Emotion ClassificationRepresentation Learning	CodeCode Available	0
Emotion Classification in a Resource Constrained Language Using Transformer-based Approach	Apr 17, 2021	ClassificationEmotion Classification	CodeCode Available	1
AdCOFE: Advanced Contextual Feature Extraction in Conversations for emotion classification	Apr 9, 2021	ClassificationEmotion Classification	—Unverified	0
MilaNLP @ WASSA: Does BERT Feel Sad When You Cry?	Apr 1, 2021	Emotion ClassificationMulti-Task Learning	—Unverified	0
Multi-Emotion Classification for Song Lyrics	Apr 1, 2021	ClassificationEmotion Classification	—Unverified	0
Universal Joy A Data Set and Results for Classifying Emotions Across Languages	Apr 1, 2021	DiversityEmotion Classification	—Unverified	0
Facial expression and attributes recognition based on multi-task learning of lightweight neural networks	Mar 31, 2021	Emotion ClassificationFace Identification	—Unverified	0
Facial expression and attributes recognition based on multi-task learning of lightweight neural networks	Mar 31, 2021	Emotion ClassificationEmotion Recognition	—Unverified	0
Affect Analysis in-the-wild: Valence-Arousal, Expressions, Action Units and a Unified Framework	Mar 29, 2021	Action Unit DetectionEmotion Classification	—Unverified	0
Real-Time Emotion Classification Using EEG Data Stream in E-Learning Contexts	Feb 25, 2021	ClassificationEEG	CodeCode Available	1
Emotion Transfer Using Vector-Valued Infinite Task Learning	Feb 9, 2021	BIG-bench Machine LearningEmotion Classification	CodeCode Available	0
General-Purpose Speech Representation Learning through a Self-Supervised Multi-Granularity Framework	Feb 3, 2021	ClassificationEmotion Classification	—Unverified	0
SpanEmo: Casting Multi-label Emotion Classification as Span-prediction	Jan 25, 2021	Author ProfilingClassification	CodeCode Available	1
A Commonsense Reasoning Framework for Explanatory Emotion Attribution, Generation and Re-classification	Jan 11, 2021	Causal Emotion EntailmentCausal Inference	CodeCode Available	0
Improved Digital Therapy for Developmental Pediatrics Using Domain-Specific Artificial Intelligence: Machine Learning Study	Dec 16, 2020	Emotion ClassificationEmotion Recognition	—Unverified	0
Exploring Deep Neural Networks and Transfer Learning for Analyzing Emotions in Tweets	Dec 10, 2020	Deep LearningEmotion Classification	—Unverified	0
Parsing Indian English News Headlines	Dec 1, 2020	Emotion ClassificationWorld Knowledge	—Unverified	0
Exploiting Narrative Context and A Priori Knowledge of Categories in Textual Emotion Classification	Dec 1, 2020	Emotion ClassificationMulti-Task Learning	—Unverified	0
Emotion Classification by Jointly Learning to Lexiconize and Classify	Dec 1, 2020	ClassificationEmotion Classification	—Unverified	0
Emotional Semantics-Preserved and Feature-Aligned CycleGAN for Visual Emotion Adaptation	Nov 25, 2020	Domain AdaptationEmotion Classification	—Unverified	0

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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