SOTAVerified|Agents Browse Leaderboard About

ECG Classification

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 91–100 of 116 papers

Title	Date	Tasks	Status	Hype
Atrial Fibrillation Detection and ECG Classification based on CNN-BiLSTM	Nov 12, 2020	Atrial Fibrillation DetectionClassification	CodeCode Available	1
Combining Scatter Transform and Deep Neural Networks for Multilabel Electrocardiogram Signal Classification	Oct 15, 2020	ClassificationECG Classification	—Unverified	0
ECG Classification with a Convolutional Recurrent Neural Network	Sep 28, 2020	ClassificationECG Classification	—Unverified	0
Piece-wise Matching Layer in Representation Learning for ECG Classification	Sep 26, 2020	ClassificationECG Classification	—Unverified	0
ECG beats classification via online sparse dictionary and time pyramid matching	Aug 15, 2020	ClassificationDictionary Learning	CodeCode Available	0
Enhance CNN Robustness Against Noises for Classification of 12-Lead ECG with Variable Length	Aug 8, 2020	ClassificationDiagnostic	CodeCode Available	0
SimGANs: Simulator-Based Generative Adversarial Networks for ECG Synthesis to Improve Deep ECG Classification	Jun 27, 2020	ClassificationECG Classification	—Unverified	0
Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XL	Apr 28, 2020	AllBenchmarking	CodeCode Available	1
Multi-Lead ECG Classification via an Information-Based Attention Convolutional Neural Network	Mar 25, 2020	ClassificationECG Classification	—Unverified	0
Diffeomorphic Temporal Alignment Nets	Dec 10, 2019	ECG ClassificationElectrocardiography (ECG)	CodeCode Available	0

Show:10 25 50

← PrevPage 10 of 12Next →

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 (4-lead)	PhysioNet Challenge score 2021	-0.63	—	Unverified
4	Classifier Chain (6-lead)	PhysioNet Challenge score 2021	-0.63	—	Unverified
5	Classifier Chain (2-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