SOTAVerified

ECG Classification

Papers

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Showing 26–50 of 116 papers

TitleStatusHype
LightX3ECG: A Lightweight and eXplainable Deep Learning System for 3-lead Electrocardiogram ClassificationCode1
Advancing the State-of-the-Art for ECG Analysis through Structured State Space ModelsCode1
Classification of 12-Lead ECG Signals with Bi-directional LSTM Network—0
Analysis of a Deep Learning Model for 12-Lead ECG Classification Reveals Learned Features Similar to Diagnostic Criteria—0
CardioPatternFormer: Pattern-Guided Attention for Interpretable ECG Classification with Transformer Architecture—0
Analysis and classification of heart diseases using heartbeat features and machine learning algorithms—0
Graph Neural Networks for Topological Feature Extraction in ECG Classification—0
Baseline Drift Tolerant Signal Encoding for ECG Classification with Deep Learning—0
A Wearable ECG Monitor for Deep Learning Based Real-Time Cardiovascular Disease Detection—0
ECG classification using Deep CNN and Gramian Angular Field—0
ECG classification algorithm based on feature synthetic input and multi-resolution neural networks—0
A Dual-scale Lead-seperated Transformer With Lead-orthogonal Attention And Meta-information For Ecg Classification—0
A Compact Online-Learning Spiking Neuromorphic Biosignal Processor—0
Global ECG Classification by Self-Operational Neural Networks with Feature Injection—0
ECGMamba: Towards Efficient ECG Classification with BiSSM—0
Using Anomaly Detection to Detect Poisoning Attacks in Federated Learning Applications—0
Defending Against Adversarial Attack in ECG Classification with Adversarial Distillation Training—0
A Systematic Review of ECG Arrhythmia Classification: Adherence to Standards, Fair Evaluation, and Embedded Feasibility—0
Efficient Post-Training Augmentation for Adaptive Inference in Heterogeneous and Distributed IoT Environments—0
Deep Neural Networks Generalization and Fine-Tuning for 12-lead ECG Classification—0
A Domain Generalization Approach for Out-Of-Distribution 12-lead ECG Classification with Convolutional Neural Networks—0
A Generative Modeling Approach to Limited Channel ECG Classification—0
AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification—0
Deep Learning-based ECG Classification on Raspberry PI using a Tensorflow Lite Model based on PTB-XL Dataset—0
VizECGNet: Visual ECG Image Network for Cardiovascular Diseases Classification with Multi-Modal Training and Knowledge Distillation—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 (2-lead)PhysioNet Challenge score 2021-0.63—Unverified
4Classifier Chain (4-lead)PhysioNet Challenge score 2021-0.63—Unverified
5Classifier Chain (6-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