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ECG Classification

Papers

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Showing 21–30 of 116 papers

TitleStatusHype
A Comparison of 1-D and 2-D Deep Convolutional Neural Networks in ECG ClassificationCode1
Atrial Fibrillation Detection and ECG Classification based on CNN-BiLSTMCode1
Learning General Representation of 12-Lead Electrocardiogram with a Joint-Embedding Predictive ArchitectureCode1
Automatic ECG classification using discrete wavelet transform and one-dimensional convolutional neural networkCode1
A Multi-Resolution Mutual Learning Network for Multi-Label ECG ClassificationCode1
MPCNN: A Novel Matrix Profile Approach for CNN-based Sleep Apnea ClassificationCode1
Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XLCode1
Classification of 12-Lead ECG Signals with Bi-directional LSTM Network—0
Analysis of a Deep Learning Model for 12-Lead ECG Classification Reveals Learned Features Similar to Diagnostic Criteria—0
CardioPatternFormer: Pattern-Guided Attention for Interpretable ECG Classification with Transformer Architecture—0
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All datasetsPhysioNet Challenge 2021Electrocardiography (ECG) on Telehealth Network of Minas Gerais (TNMG)PhysioNet Challenge 2020PTB-XLUCR Time Series Classification Archive

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Local Lead AttentionPhysioNet Challenge score 20210.52—Unverified
2Classifier Chain (3-lead)PhysioNet Challenge score 2021-0.6—Unverified
3Classifier Chain (4-lead)PhysioNet Challenge score 2021-0.63—Unverified
4Classifier Chain (6-lead)PhysioNet Challenge score 2021-0.63—Unverified
5Classifier Chain (2-lead)PhysioNet Challenge score 2021-0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1DNNF1 (1dAVb)0.89—Unverified
24th year cardiology residentF1 (1dAVb)0.78—Unverified
35th year medical studentF1 (1dAVb)0.73—Unverified
43rd year emergency residentF1 (1dAVb)0.72—Unverified
#ModelMetricClaimedVerifiedStatus
11D CNN EncoderPhysioNet Challenge score (test data)0.21—Unverified
#ModelMetricClaimedVerifiedStatus
1xresnet1d101AUROC0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1V2SaAccuracy (Test)93.96—Unverified