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ECG Classification

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 31–40 of 116 papers

Title	Date	Tasks	Status	Hype	Score
Automatic diagnosis of the 12-lead ECG using a deep neural network	Apr 2, 2019	ECG ClassificationElectrocardiography (ECG)	CodeCode Available	0	5
Multi-Label ECG Classification Using Convolutional Neural Networks in a Classifier Chain	Jan 10, 2022	ECG Classification	CodeCode Available	0	5
An Operator Theoretic Approach for Analyzing Sequence Neural Networks	Feb 15, 2021	ECG ClassificationSentiment Analysis	CodeCode Available	0	5
GAF-FusionNet: Multimodal ECG Analysis via Gramian Angular Fields and Split Attention	Dec 7, 2024	ECG ClassificationTime Series	CodeCode Available	0	5
Federated Learning and Differential Privacy Techniques on Multi-hospital Population-scale Electrocardiogram Data	Apr 26, 2024	ECG ClassificationFederated Learning	CodeCode Available	0	5
Decorrelative Network Architecture for Robust Electrocardiogram Classification	Jul 19, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	0	5
A practical system based on CNN-BLSTM network for accurate classification of ECG heartbeats of MIT-BIH imbalanced dataset	May 7, 2021	ClassificationECG Classification	CodeCode Available	0	5
ECG Classification System for Arrhythmia Detection Using Convolutional Neural Networks	Mar 7, 2023	Arrhythmia DetectionECG Classification	CodeCode Available	0	5
Empirical investigation of multi-source cross-validation in clinical ECG classification	Mar 22, 2024	ECG Classification	CodeCode Available	0	5
ENCASE: An ENsemble ClASsifiEr for ECG classification using expert features and deep neural networks	Sep 24, 2017	Arrhythmia DetectionClassification	CodeCode Available	0	5

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All datasets PhysioNet Challenge 2021 Electrocardiography (ECG) on Telehealth Network of Minas Gerais (TNMG)PhysioNet Challenge 2020 PTB-XL UCR Time Series Classification Archive

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Local Lead Attention	PhysioNet Challenge score 2021	0.52	—	Unverified
2	Classifier Chain (3-lead)	PhysioNet Challenge score 2021	-0.6	—	Unverified
3	Classifier Chain (2-lead)	PhysioNet Challenge score 2021	-0.63	—	Unverified
4	Classifier Chain (4-lead)	PhysioNet Challenge score 2021	-0.63	—	Unverified
5	Classifier Chain (6-lead)	PhysioNet Challenge score 2021	-0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DNN	F1 (1dAVb)	0.89	—	Unverified
2	4th year cardiology resident	F1 (1dAVb)	0.78	—	Unverified
3	5th year medical student	F1 (1dAVb)	0.73	—	Unverified
4	3rd year emergency resident	F1 (1dAVb)	0.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	1D CNN Encoder	PhysioNet Challenge score (test data)	0.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	xresnet1d101	AUROC	0.93	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	V2Sa	Accuracy (Test)	93.96	—	Unverified