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 251–275 of 458 papers

Title	Date	Tasks	Status	Hype
Investigating Emotion-Color Association in Deep Neural Networks	Nov 22, 2020	Emotional IntelligenceEmotion Classification	CodeCode Available	0
Combining Deep Transfer Learning with Signal-image Encoding for Multi-Modal Mental Wellbeing Classification	Nov 20, 2020	Emotion ClassificationGeneral Classification	—Unverified	0
Interpretable Image Emotion Recognition: A Domain Adaptation Approach Using Facial Expressions	Nov 17, 2020	Domain AdaptationEmotion Classification	—Unverified	0
Experiencers, Stimuli, or Targets: Which Semantic Roles Enable Machine Learning to Infer the Emotions?	Nov 3, 2020	BIG-bench Machine LearningClassification	—Unverified	0
Multiscale Fractal Analysis on EEG Signals for Music-Induced Emotion Recognition	Oct 30, 2020	EEGElectroencephalogram (EEG)	—Unverified	0
Speech-Based Emotion Recognition using Neural Networks and Information Visualization	Oct 28, 2020	BIG-bench Machine LearningEmotion Classification	CodeCode Available	0
Perception for Autonomous Systems (PAZ)	Oct 27, 2020	2D Object Detection6D Pose Estimation	CodeCode Available	1
Emotion recognition by fusing time synchronous and time asynchronous representations	Oct 27, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Perceptual Loss based Speech Denoising with an ensemble of Audio Pattern Recognition and Self-Supervised Models	Oct 22, 2020	DenoisingEmotion Classification	CodeCode Available	0
A Generalized Zero-Shot Framework for Emotion Recognition from Body Gestures	Oct 13, 2020	Emotion ClassificationEmotion Recognition	—Unverified	0
Investigating Emotion-Color Association in Deep Neural Networks	Oct 9, 2020	Emotion Classification	—Unverified	0
Anubhuti -- An annotated dataset for emotional analysis of Bengali short stories	Oct 6, 2020	ArticlesEmotion Classification	—Unverified	0
Attention Driven Fusion for Multi-Modal Emotion Recognition	Sep 23, 2020	Emotion ClassificationEmotion Recognition	—Unverified	0
EmoGraph: Capturing Emotion Correlations using Graph Networks	Aug 21, 2020	ClassificationEmotion Classification	—Unverified	0
How Have We Reacted To The COVID-19 Pandemic? Analyzing Changing Indian Emotions Through The Lens of Twitter	Aug 20, 2020	Emotion Classification	—Unverified	0
Emotion Carrier Recognition from Personal Narratives	Aug 17, 2020	Emotion ClassificationEmotion Recognition	—Unverified	0
EigenEmo: Spectral Utterance Representation Using Dynamic Mode Decomposition for Speech Emotion Classification	Aug 15, 2020	Emotion Classification	—Unverified	0
Shallow over Deep Neural Networks: A empirical analysis for human emotion classification using audio data	Jul 3, 2020	Emotion ClassificationEmotion Recognition	—Unverified	0
Contextualized Emotion Recognition in Conversation as Sequence Tagging	Jul 1, 2020	Emotion ClassificationEmotion Recognition	—Unverified	0
More Diverse Dialogue Datasets via Diversity-Informed Data Collection	Jul 1, 2020	Dialogue GenerationDiversity	—Unverified	0
A Comprehensive Analysis of Preprocessing for Word Representation Learning in Affective Tasks	Jul 1, 2020	Emotion ClassificationRepresentation Learning	—Unverified	0
Modeling Label Semantics for Predicting Emotional Reactions	Jun 9, 2020	Emotion ClassificationMulti-Label Classification	CodeCode Available	1
Team Neuro at SemEval-2020 Task 8: Multi-Modal Fine Grain Emotion Classification of Memes using Multitask Learning	May 21, 2020	Emotion ClassificationGeneral Classification	—Unverified	0
A computational model implementing subjectivity with the 'Room Theory'. The case of detecting Emotion from Text	May 12, 2020	Emotion Classification	—Unverified	0
SentiBERT: A Transferable Transformer-Based Architecture for Compositional Sentiment Semantics	May 8, 2020	ClassificationEmotion Classification	CodeCode Available	1

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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