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ECG Classification

Papers

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Showing 71–80 of 116 papers

TitleStatusHype
Multi-Label ECG Classification Using Convolutional Neural Networks in a Classifier ChainCode0
Improving ECG Classification Interpretability using Saliency Maps—0
Interpretable ECG classification via a query-based latent space traversal (qLST)—0
A Regularization Method to Improve Adversarial Robustness of Neural Networks for ECG Signal ClassificationCode1
Nearest Subspace Search in The Signed Cumulative Distribution Transform Space for 1D Signal ClassificationCode0
Real-Time Patient-Specific ECG Classification by 1D Self-Operational Neural Networks—0
Convolution-Free Waveform Transformers for Multi-Lead ECG Classification—0
Multistage Pruning of CNN Based ECG Classifiers for Edge Devices—0
Application of Adversarial Examples to Physical ECG Signals—0
Robustness of convolutional neural networks to physiological ECG noise—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