SOTAVerified

ECG Classification

Papers

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
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Benchmark Results

#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