SOTAVerified

ECG Classification

Papers

Showing 3140 of 116 papers

TitleStatusHype
Analysis and classification of heart diseases using heartbeat features and machine learning algorithms0
Defending Against Adversarial Attack in ECG Classification with Adversarial Distillation Training0
Baseline Drift Tolerant Signal Encoding for ECG Classification with Deep Learning0
A Wearable ECG Monitor for Deep Learning Based Real-Time Cardiovascular Disease Detection0
AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification0
A Dual-scale Lead-seperated Transformer With Lead-orthogonal Attention And Meta-information For Ecg Classification0
A Compact Online-Learning Spiking Neuromorphic Biosignal Processor0
Using Anomaly Detection to Detect Poisoning Attacks in Federated Learning Applications0
A Systematic Review of ECG Arrhythmia Classification: Adherence to Standards, Fair Evaluation, and Embedded Feasibility0
A Domain Generalization Approach for Out-Of-Distribution 12-lead ECG Classification with Convolutional Neural Networks0
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Benchmark Results

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