SOTAVerified

ECG Classification

Papers

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Showing 61–70 of 116 papers

TitleStatusHype
Identifying Electrocardiogram Abnormalities Using a Handcrafted-Rule-Enhanced Neural NetworkCode1
Classification of ECG based on Hybrid Features using CNNs for Wearable Applications—0
Identifying Arrhythmias Based on ECG Classification Using Enhanced-PCA and Enhanced-SVM Methods—0
PhysioGAN: Training High Fidelity Generative Model for Physiological Sensor Readings—0
Investigating Deep Learning Benchmarks for Electrocardiography Signal ProcessingCode2
Global ECG Classification by Self-Operational Neural Networks with Feature Injection—0
IMLE-Net: An Interpretable Multi-level Multi-channel Model for ECG ClassificationCode1
Defending Against Adversarial Attack in ECG Classification with Adversarial Distillation Training—0
ECG classification algorithm based on feature synthetic input and multi-resolution neural networks—0
A Wearable ECG Monitor for Deep Learning Based Real-Time Cardiovascular Disease Detection—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 (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