SOTAVerified

ECG Classification

Papers

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Showing 81–90 of 116 papers

TitleStatusHype
Voice2Series: Reprogramming Acoustic Models for Time Series ClassificationCode1
A practical system based on CNN-BLSTM network for accurate classification of ECG heartbeats of MIT-BIH imbalanced datasetCode0
Heart-Darts: Classification of Heartbeats Using Differentiable Architecture Search—0
Low-dimensional Denoising Embedding Transformer for ECG Classification—0
Self-supervised representation learning from 12-lead ECG dataCode1
An Operator Theoretic Approach for Analyzing Sequence Neural NetworksCode0
Convolutional Neural Network and Rule-Based Algorithms for Classifying 12-lead ECGsCode1
Classification of 12-lead ECGs: the PhysioNet/ Computing in Cardiology Challenge 2020Code1
Weakly Supervised Arrhythmia Detection Based on Deep Convolutional Neural Network—0
Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation 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 (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