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 126–150 of 458 papers

Title	Date	Tasks	Status	Hype
Transformer-based Self-supervised Multimodal Representation Learning for Wearable Emotion Recognition	Mar 29, 2023	Emotion ClassificationEmotion Recognition	—Unverified	0
A transformer-based approach to video frame-level prediction in Affective Behaviour Analysis In-the-wild	Mar 16, 2023	Emotion Classification	—Unverified	0
Automatically Classifying Emotions based on Text: A Comparative Exploration of Different Datasets	Feb 28, 2023	ClassificationData Augmentation	—Unverified	0
NUAA-QMUL-AIIT at Memotion 3: Multi-modal Fusion with Squeeze-and-Excitation for Internet Meme Emotion Analysis	Feb 16, 2023	Emotion ClassificationEmotion Recognition	CodeCode Available	0
Cluster-based Deep Ensemble Learning for Emotion Classification in Internet Memes	Feb 16, 2023	ClusteringEmotion Classification	—Unverified	0
See Your Heart: Psychological states Interpretation through Visual Creations	Feb 11, 2023	Emotion ClassificationImage Captioning	—Unverified	0
StockEmotions: Discover Investor Emotions for Financial Sentiment Analysis and Multivariate Time Series	Jan 23, 2023	Emotion ClassificationMultivariate Time Series Forecasting	CodeCode Available	1
Emotion Recognition from Microblog Managing Emoticon with Text and Classifying using 1D CNN	Jan 8, 2023	Emotion ClassificationEmotion Recognition	—Unverified	0
DFME: A New Benchmark for Dynamic Facial Micro-expression Recognition	Jan 3, 2023	Emotion ClassificationMicro Expression Recognition	—Unverified	0
Toward cross-subject and cross-session generalization in EEG-based emotion recognition: Systematic review, taxonomy, and methods	Dec 16, 2022	EEGElectroencephalogram (EEG)	—Unverified	0
Is Style All You Need? Dependencies Between Emotion and GST-based Speaker Recognition	Nov 15, 2022	AllEmotion Classification	CodeCode Available	0
MARLIN: Masked Autoencoder for facial video Representation LearnINg	Nov 12, 2022	Action ClassificationAttribute	CodeCode Available	2
Improved acoustic-to-articulatory inversion using representations from pretrained self-supervised learning models	Oct 30, 2022	Emotion ClassificationSelf-Supervised Learning	CodeCode Available	0
Combining Contrastive and Non-Contrastive Losses for Fine-Tuning Pretrained Models in Speech Analysis	Oct 21, 2022	Emotion Classification	—Unverified	0
Experiencer-Specific Emotion and Appraisal Prediction	Oct 21, 2022	Emotion ClassificationPrediction	—Unverified	0
Transformer-based Text Classification on Unified Bangla Multi-class Emotion Corpus	Oct 12, 2022	Emotion ClassificationSentiment Analysis	CodeCode Available	0
Natural Language Inference Prompts for Zero-shot Emotion Classification in Text across Corpora	Sep 14, 2022	Emotion ClassificationNatural Language Inference	CodeCode Available	1
Machine Learning For Classification Of Antithetical Emotional States	Sep 6, 2022	ClassificationEEG	—Unverified	0
Classification of eye-state using EEG recordings: speed-up gains using signal epochs and mutual information measure	Aug 31, 2022	channel selectionClassification	—Unverified	0
A Monotonicity Constrained Attention Module for Emotion Classification with Limited EEG Data	Aug 17, 2022	EEGElectroencephalogram (EEG)	CodeCode Available	0
KAM -- a Kernel Attention Module for Emotion Classification with EEG Data	Aug 17, 2022	EEGElectroencephalogram (EEG)	CodeCode Available	0
Dilated Context Integrated Network with Cross-Modal Consensus for Temporal Emotion Localization in Videos	Aug 3, 2022	Action LocalizationEmotion Classification	CodeCode Available	0
Extending RNN-T-based speech recognition systems with emotion and language classification	Jul 28, 2022	Emotion ClassificationEmotion Recognition	—Unverified	0
ArmanEmo: A Persian Dataset for Text-based Emotion Detection	Jul 24, 2022	Emotion ClassificationTransfer Learning	CodeCode Available	0
BYEL : Bootstrap Your Emotion Latent	Jul 20, 2022	Emotion ClassificationEmotion Recognition	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