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ECG Classification

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 116 papers

Title	Date	Tasks	Status	Hype
Arrhythmia Classifier Based on Ultra-Lightweight Binary Neural Network	Apr 4, 2023	BinarizationClassification	CodeCode Available	1
Advancing the State-of-the-Art for ECG Analysis through Structured State Space Models	Nov 14, 2022	ECG ClassificationState Space Models	CodeCode Available	1
Multimodality Multi-Lead ECG Arrhythmia Classification using Self-Supervised Learning	Sep 30, 2022	ECG ClassificationKnowledge Distillation	CodeCode Available	1
Enhancing Deep Learning-based 3-lead ECG Classification with Heartbeat Counting and Demographic Data Integration	Aug 15, 2022	ECG Classification	CodeCode Available	1
LightX3ECG: A Lightweight and eXplainable Deep Learning System for 3-lead Electrocardiogram Classification	Jul 25, 2022	ECG Classification	CodeCode Available	1
A Personalized Zero-Shot ECG Arrhythmia Monitoring System: From Sparse Representation Based Domain Adaption to Energy Efficient Abnormal Beat Detection for Practical ECG Surveillance	Jul 14, 2022	Arrhythmia DetectionDictionary Learning	CodeCode Available	1
Identifying Electrocardiogram Abnormalities Using a Handcrafted-Rule-Enhanced Neural Network	Jun 16, 2022	Clinical KnowledgeDeep Learning	CodeCode Available	1
IMLE-Net: An Interpretable Multi-level Multi-channel Model for ECG Classification	Apr 6, 2022	ECG ClassificationRhythm	CodeCode Available	1
A Regularization Method to Improve Adversarial Robustness of Neural Networks for ECG Signal Classification	Oct 19, 2021	Adversarial RobustnessClassification	CodeCode Available	1
Voice2Series: Reprogramming Acoustic Models for Time Series Classification	Jun 17, 2021	ClassificationData Augmentation	CodeCode Available	1

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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