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ECG Classification

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 71–80 of 116 papers

Title	Date	Tasks	Status	Hype
Decorrelative Network Architecture for Robust Electrocardiogram Classification	Jul 19, 2022	Adversarial AttackAdversarial Defense	CodeCode Available	0
Using Anomaly Detection to Detect Poisoning Attacks in Federated Learning Applications	Jul 18, 2022	Activity RecognitionAnomaly Detection	—Unverified	0
Classification of ECG based on Hybrid Features using CNNs for Wearable Applications	Jun 14, 2022	Arrhythmia DetectionECG Classification	—Unverified	0
Identifying Arrhythmias Based on ECG Classification Using Enhanced-PCA and Enhanced-SVM Methods	May 31, 2022	DenoisingECG Classification	—Unverified	0
PhysioGAN: Training High Fidelity Generative Model for Physiological Sensor Readings	Apr 25, 2022	Activity RecognitionClassification	—Unverified	0
Global ECG Classification by Self-Operational Neural Networks with Feature Injection	Apr 7, 2022	Arrhythmia DetectionClassification	—Unverified	0
Defending Against Adversarial Attack in ECG Classification with Adversarial Distillation Training	Mar 14, 2022	Adversarial AttackClassification	—Unverified	0
ECG classification algorithm based on feature synthetic input and multi-resolution neural networks	Mar 13, 2022	2D Object DetectionClassification	—Unverified	0
A Wearable ECG Monitor for Deep Learning Based Real-Time Cardiovascular Disease Detection	Jan 25, 2022	ECG Classification	—Unverified	0
Improving ECG Classification Interpretability using Saliency Maps	Jan 10, 2022	ClassificationECG Classification	—Unverified	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