SOTAVerified

ECG Classification

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 61–70 of 116 papers

TitleStatusHype
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
Multistage Pruning of CNN Based ECG Classifiers for Edge Devices—0
MVKT-ECG: Efficient Single-lead ECG Classification on Multi-Label Arrhythmia by Multi-View Knowledge Transferring—0
Optimizing Neural Network Scale for ECG Classification—0
PhysioGAN: Training High Fidelity Generative Model for Physiological Sensor Readings—0
Piece-wise Matching Layer in Representation Learning for ECG Classification—0
Proof of Swarm Based Ensemble Learning for Federated Learning Applications—0
PulseNet: Deep Learning ECG-signal classification using random augmentation policy and continous wavelet transform for canines—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