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ECG Classification

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 116 papers

Title	Date	Tasks	Status	Hype	Score
A Comparison of 1-D and 2-D Deep Convolutional Neural Networks in ECG Classification	Oct 16, 2018	ECG ClassificationElectrocardiography (ECG)	CodeCode Available	1	5
Atrial Fibrillation Detection and ECG Classification based on CNN-BiLSTM	Nov 12, 2020	Atrial Fibrillation DetectionClassification	CodeCode Available	1	5
Identifying Electrocardiogram Abnormalities Using a Handcrafted-Rule-Enhanced Neural Network	Jun 16, 2022	Clinical KnowledgeDeep Learning	CodeCode Available	1	5
Automatic ECG classification using discrete wavelet transform and one-dimensional convolutional neural network	Dec 23, 2023	DiagnosticECG Classification	CodeCode Available	1	5
A Multi-Resolution Mutual Learning Network for Multi-Label ECG Classification	Jun 12, 2024	ECG ClassificationRhythm	CodeCode Available	1	5
Multimodality Multi-Lead ECG Arrhythmia Classification using Self-Supervised Learning	Sep 30, 2022	ECG ClassificationKnowledge Distillation	CodeCode Available	1	5
LightX3ECG: A Lightweight and eXplainable Deep Learning System for 3-lead Electrocardiogram Classification	Jul 25, 2022	ECG Classification	CodeCode Available	1	5
Federated Learning and Differential Privacy Techniques on Multi-hospital Population-scale Electrocardiogram Data	Apr 26, 2024	ECG ClassificationFederated Learning	CodeCode Available	0	5
Cardioformer: Advancing AI in ECG Analysis with Multi-Granularity Patching and ResNet	May 8, 2025	ECG Classification	CodeCode Available	0	5
Enhance CNN Robustness Against Noises for Classification of 12-Lead ECG with Variable Length	Aug 8, 2020	ClassificationDiagnostic	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