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

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Showing 276–300 of 458 papers

Title	Date	Tasks	Status	Hype
Semi-Automatic Construction and Refinement of an Annotated Corpus for a Deep Learning Framework for Emotion Classification	May 1, 2020	ClassificationEmotion Classification	—Unverified	0
MuSE: a Multimodal Dataset of Stressed Emotion	May 1, 2020	Emotion ClassificationGeneral Classification	—Unverified	0
An Event-comment Social Media Corpus for Implicit Emotion Analysis	May 1, 2020	ClassificationEmotion Classification	—Unverified	0
Korean-Specific Emotion Annotation Procedure Using N-Gram-Based Distant Supervision and Korean-Specific-Feature-Based Distant Supervision	May 1, 2020	Emotion Classification	—Unverified	0
GoEmotions: A Dataset of Fine-Grained Emotions	May 1, 2020	Emotion ClassificationTransfer Learning	CodeCode Available	1
Extending Adversarial Attacks to Produce Adversarial Class Probability Distributions	Apr 14, 2020	Adversarial AttackEmotion Classification	CodeCode Available	0
Cross-lingual Emotion Intensity Prediction	Apr 8, 2020	Cross-Lingual TransferEmotion Classification	CodeCode Available	0
Appraisal Theories for Emotion Classification in Text	Mar 31, 2020	ClassificationEmotion Classification	—Unverified	0
PO-EMO: Conceptualization, Annotation, and Modeling of Aesthetic Emotions in German and English Poetry	Mar 17, 2020	Emotion ClassificationEmotion Recognition	CodeCode Available	1
ECSP: A New Task for Emotion-Cause Span-Pair Extraction and Classification	Mar 7, 2020	Emotion Cause ExtractionEmotion-Cause Pair Extraction	—Unverified	0
ProxEmo: Gait-based Emotion Learning and Multi-view Proxemic Fusion for Socially-Aware Robot Navigation	Mar 2, 2020	Emotion ClassificationEmotion Recognition	CodeCode Available	1
x-vectors meet emotions: A study on dependencies between emotion and speaker recognition	Feb 12, 2020	Emotion ClassificationEmotion Recognition	—Unverified	0
Facial Affect Recognition in the Wild Using Multi-Task Learning Convolutional Network	Feb 3, 2020	Emotion ClassificationMulti-Task Learning	CodeCode Available	0
An adversarial learning framework for preserving users' anonymity in face-based emotion recognition	Jan 16, 2020	Emotion ClassificationEmotion Recognition	—Unverified	0
Hyperparameters optimization for Deep Learning based emotion prediction for Human Robot Interaction	Jan 12, 2020	Emotion ClassificationEmotion Recognition	—Unverified	0
Ensemble emotion recognizing with multiple modal physiological signals	Jan 1, 2020	ClassificationEEG	—Unverified	0
Emotion Recognition from Speech	Dec 22, 2019	Emotion ClassificationEmotion Recognition	CodeCode Available	0
GoodNewsEveryone: A Corpus of News Headlines Annotated with Emotions, Semantic Roles, and Reader Perception	Dec 6, 2019	Emotion ClassificationEmotion Recognition	—Unverified	0
Fine-Grained Emotion Classification of Chinese Microblogs Based on Graph Convolution Networks	Dec 5, 2019	Dependency ParsingEmotion Classification	CodeCode Available	0
EDA: Enriching Emotional Dialogue Acts using an Ensemble of Neural Annotators	Dec 2, 2019	Dialogue Act ClassificationEmotional Dialogue Acts	CodeCode Available	0
Converting Sentiment Annotated Data to Emotion Annotated Data	Dec 1, 2019	Emotion ClassificationEmotion Recognition	—Unverified	0
Attentive Modality Hopping Mechanism for Speech Emotion Recognition	Nov 29, 2019	Emotion ClassificationEmotion Recognition	CodeCode Available	0
The phonetic bases of vocal expressed emotion: natural versus acted	Nov 13, 2019	Emotion ClassificationGeneral Classification	—Unverified	0
Seq2Emo for Multi-label Emotion Classification Based on Latent Variable Chains Transformation	Nov 6, 2019	Emotion ClassificationGeneral Classification	—Unverified	0
Dimensional Emotion Detection from Categorical Emotion	Nov 6, 2019	Emotion ClassificationSentence	CodeCode Available	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