SOTAVerified

ECG Classification

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–10 of 116 papers

TitleStatusHype
CardioPatternFormer: Pattern-Guided Attention for Interpretable ECG Classification with Transformer Architecture—0
Cardioformer: Advancing AI in ECG Analysis with Multi-Granularity Patching and ResNetCode0
Mitigating Adversarial Attacks on ECG Classification in Federated Learning via Adversarial TrainingCode0
xLSTM-ECG: Multi-label ECG Classification via Feature Fusion with xLSTM—0
ProtoECGNet: Case-Based Interpretable Deep Learning for Multi-Label ECG Classification with Contrastive LearningCode1
Integrating Notch Filtering and Statistical Methods for Improved Cardiac Diagnostics Using MATLAB—0
A Systematic Review of ECG Arrhythmia Classification: Adherence to Standards, Fair Evaluation, and Embedded Feasibility—0
Convolutional Fourier Analysis Network (CFAN): A Unified Time-Frequency Approach for ECG Classification—0
DCentNet: Decentralized Multistage Biomedical Signal Classification using Early ExitsCode1
A General-Purpose Neuromorphic Sensor based on Spiketrum Algorithm: Hardware Details and Real-life Applications—0
Show:102550
← PrevPage 1 of 12Next →
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 (6-lead)PhysioNet Challenge score 2021-0.63—Unverified
4Classifier Chain (4-lead)PhysioNet Challenge score 2021-0.63—Unverified
5Classifier Chain (2-lead)PhysioNet Challenge score 2021-0.63—Unverified