SOTAVerified

ECG Classification

Papers

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Showing 101–116 of 116 papers

TitleStatusHype
Graph Neural Networks for Topological Feature Extraction in ECG Classification—0
Heart-Darts: Classification of Heartbeats Using Differentiable Architecture Search—0
Identifying Arrhythmias Based on ECG Classification Using Enhanced-PCA and Enhanced-SVM Methods—0
Improving ECG Classification Interpretability using Saliency Maps—0
Integrating Notch Filtering and Statistical Methods for Improved Cardiac Diagnostics Using MATLAB—0
Inter-Patient ECG Classification with Convolutional and Recurrent Neural Networks—0
Inter-Patient ECG Heartbeat Classification with Temporal VCG Optimized by PSO—0
Interpretable ECG classification via a query-based latent space traversal (qLST)—0
Kalman-based Spectro-Temporal ECG Analysis using Deep Convolutional Networks for Atrial Fibrillation Detection—0
Leveraging Statistical Shape Priors in GAN-based ECG Synthesis—0
Low-dimensional Denoising Embedding Transformer for ECG Classification—0
LSTM-Based ECG Classification for Continuous Monitoring on Personal Wearable Devices—0
Masked Transformer for Electrocardiogram Classification—0
MSW-Transformer: Multi-Scale Shifted Windows Transformer Networks for 12-Lead ECG Classification—0
Multi-Label ECG Classification using Temporal Convolutional Neural Network—0
Multi-Lead ECG Classification via an Information-Based Attention Convolutional Neural Network—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