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ECG Classification

Papers

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Showing 1–10 of 116 papers

TitleStatusHype
Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of ElectrocardiogramCode2
Investigating Deep Learning Benchmarks for Electrocardiography Signal ProcessingCode2
Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge EnhancementCode2
Automatic ECG classification using discrete wavelet transform and one-dimensional convolutional neural networkCode1
Atrial Fibrillation Detection and ECG Classification based on CNN-BiLSTMCode1
Advancing the State-of-the-Art for ECG Analysis through Structured State Space ModelsCode1
A Regularization Method to Improve Adversarial Robustness of Neural Networks for ECG Signal ClassificationCode1
A Multi-Resolution Mutual Learning Network for Multi-Label ECG ClassificationCode1
A Personalized Zero-Shot ECG Arrhythmia Monitoring System: From Sparse Representation Based Domain Adaption to Energy Efficient Abnormal Beat Detection for Practical ECG SurveillanceCode1
A Comparison of 1-D and 2-D Deep Convolutional Neural Networks in ECG ClassificationCode1
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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 (2-lead)PhysioNet Challenge score 2021-0.63—Unverified
4Classifier Chain (4-lead)PhysioNet Challenge score 2021-0.63—Unverified
5Classifier Chain (6-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