SOTAVerified

ECG Classification

Papers

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Showing 91–100 of 116 papers

TitleStatusHype
Low-dimensional Denoising Embedding Transformer for ECG Classification—0
An Operator Theoretic Approach for Analyzing Sequence Neural NetworksCode0
Weakly Supervised Arrhythmia Detection Based on Deep Convolutional Neural Network—0
Combining Scatter Transform and Deep Neural Networks for Multilabel Electrocardiogram Signal Classification—0
ECG Classification with a Convolutional Recurrent Neural Network—0
Piece-wise Matching Layer in Representation Learning for ECG Classification—0
ECG beats classification via online sparse dictionary and time pyramid matchingCode0
Enhance CNN Robustness Against Noises for Classification of 12-Lead ECG with Variable LengthCode0
SimGANs: Simulator-Based Generative Adversarial Networks for ECG Synthesis to Improve Deep ECG Classification—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