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ECG Classification

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 116 papers

Title	Date	Tasks	Status	Hype	Score
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
Federated Learning and Differential Privacy Techniques on Multi-hospital Population-scale Electrocardiogram Data	Apr 26, 2024	ECG ClassificationFederated Learning	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
ENCASE: An ENsemble ClASsifiEr for ECG classification using expert features and deep neural networks	Sep 24, 2017	Arrhythmia DetectionClassification	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
ECG beats classification via online sparse dictionary and time pyramid matching	Aug 15, 2020	ClassificationDictionary Learning	CodeCode Available	0	5
Empirical investigation of multi-source cross-validation in clinical ECG classification	Mar 22, 2024	ECG Classification	CodeCode Available	0	5
Heartbeat classification using various machine learning models: A comparative study	Sep 3, 2024	Arrhythmia DetectionECG Classification	CodeCode Available	0	5
Classification of 12-Lead ECG Signals with Bi-directional LSTM Network	Nov 5, 2018	ECG ClassificationGeneral Classification	—Unverified	0	0
Analysis of a Deep Learning Model for 12-Lead ECG Classification Reveals Learned Features Similar to Diagnostic Criteria	Nov 3, 2022	ClassificationDiagnostic	—Unverified	0	0

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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