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 151–175 of 458 papers

Title	Date	Tasks	Status	Hype
GraphCFC: A Directed Graph Based Cross-Modal Feature Complementation Approach for Multimodal Conversational Emotion Recognition	Jul 6, 2022	Emotion ClassificationEmotion Recognition	CodeCode Available	1
SwahBERT: Language Model of Swahili	Jul 1, 2022	Emotion ClassificationLanguage Modeling	—Unverified	0
YNU-HPCC at SemEval-2022 Task 5: Multi-Modal and Multi-label Emotion Classification Based on LXMERT	Jul 1, 2022	Emotion Classification	—Unverified	0
Low Resource Pipeline for Spoken Language Understanding via Weak Supervision	Jun 21, 2022	Emotion ClassificationFew-Shot Learning	—Unverified	0
Hybrid Facial Expression Recognition (FER2013) Model for Real-Time Emotion Classification and Prediction	Jun 19, 2022	Data AugmentationEmotion Classification	—Unverified	0
Accurate Emotion Strength Assessment for Seen and Unseen Speech Based on Data-Driven Deep Learning	Jun 15, 2022	AttributeEmotion Classification	CodeCode Available	1
DeepEmotex: Classifying Emotion in Text Messages using Deep Transfer Learning	Jun 12, 2022	Emotion ClassificationSentence	—Unverified	0
AHD ConvNet for Speech Emotion Classification	Jun 10, 2022	ClassificationEmotion Classification	—Unverified	0
RELATE: Generating a linguistically inspired Knowledge Graph for fine-grained emotion classification	Jun 1, 2022	Common Sense ReasoningEmotion Classification	—Unverified	0
Aspect-Based Emotion Analysis and Multimodal Coreference: A Case Study of Customer Comments on Adidas Instagram Posts	Jun 1, 2022	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0
Nkululeko: A Tool For Rapid Speaker Characteristics Detection	Jun 1, 2022	Emotion Classificationregression	CodeCode Available	1
Analysing the Greek Parliament Records with Emotion Classification	May 24, 2022	ClassificationEmotion Classification	—Unverified	0
Human Emotion Classification based on EEG Signals Using Recurrent Neural Network And KNN	May 10, 2022	Brain Computer Interfacechannel selection	—Unverified	0
English-Malay Word Embeddings Alignment for Cross-lingual Emotion Classification with Hierarchical Attention Network	May 1, 2022	Cross-Lingual Word EmbeddingsEmotion Classification	—Unverified	0
IUCL at WASSA 2022 Shared Task: A Text-only Approach to Empathy and Emotion Detection	May 1, 2022	ClassificationEmotion Classification	—Unverified	0
Team IITP-AINLPML at WASSA 2022: Empathy Detection, Emotion Classification and Personality Detection	May 1, 2022	Emotion ClassificationPrediction	—Unverified	0
Continuing Pre-trained Model with Multiple Training Strategies for Emotional Classification	May 1, 2022	AttributeClassification	—Unverified	0
Empathy and Distress Prediction using Transformer Multi-output Regression and Emotion Analysis with an Ensemble of Supervised and Zero-Shot Learning Models	May 1, 2022	ClassificationEmotion Classification	—Unverified	0
Transformer-based Architecture for Empathy Prediction and Emotion Classification	May 1, 2022	ClassificationEmotion Classification	—Unverified	0
An Ensemble Approach to Detect Emotions at an Essay Level	May 1, 2022	Emotion Classification	CodeCode Available	0
None Class Ranking Loss for Document-Level Relation Extraction	May 1, 2022	Document-level Relation ExtractionEmotion Classification	CodeCode Available	1
Gaze-enhanced Crossmodal Embeddings for Emotion Recognition	Apr 30, 2022	Emotion ClassificationEmotion Recognition	—Unverified	0
Leveraging Emotion-specific Features to Improve Transformer Performance for Emotion Classification	Apr 30, 2022	ArticlesClassification	—Unverified	0
Exploiting Multiple EEG Data Domains with Adversarial Learning	Apr 16, 2022	EEGElectroencephalogram (EEG)	CodeCode Available	0
Towards Transferable Speech Emotion Representation: On loss functions for cross-lingual latent representations	Mar 28, 2022	ClassificationDenoising	—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