SOTAVerified

ECG Classification

Papers

Showing 5175 of 116 papers

TitleStatusHype
Leveraging Statistical Shape Priors in GAN-based ECG Synthesis0
Multimodality Multi-Lead ECG Arrhythmia Classification using Self-Supervised LearningCode1
A Compact Online-Learning Spiking Neuromorphic Biosignal Processor0
Deep Learning-based ECG Classification on Raspberry PI using a Tensorflow Lite Model based on PTB-XL Dataset0
A Domain Generalization Approach for Out-Of-Distribution 12-lead ECG Classification with Convolutional Neural Networks0
Enhancing Deep Learning-based 3-lead ECG Classification with Heartbeat Counting and Demographic Data IntegrationCode1
LightX3ECG: A Lightweight and eXplainable Deep Learning System for 3-lead Electrocardiogram ClassificationCode1
Decorrelative Network Architecture for Robust Electrocardiogram ClassificationCode0
Using Anomaly Detection to Detect Poisoning Attacks in Federated Learning Applications0
A Personalized Zero-Shot ECG Arrhythmia Monitoring System: From Sparse Representation Based Domain Adaption to Energy Efficient Abnormal Beat Detection for Practical ECG SurveillanceCode1
Identifying Electrocardiogram Abnormalities Using a Handcrafted-Rule-Enhanced Neural NetworkCode1
Classification of ECG based on Hybrid Features using CNNs for Wearable Applications0
Identifying Arrhythmias Based on ECG Classification Using Enhanced-PCA and Enhanced-SVM Methods0
PhysioGAN: Training High Fidelity Generative Model for Physiological Sensor Readings0
Investigating Deep Learning Benchmarks for Electrocardiography Signal ProcessingCode2
Global ECG Classification by Self-Operational Neural Networks with Feature Injection0
IMLE-Net: An Interpretable Multi-level Multi-channel Model for ECG ClassificationCode1
Defending Against Adversarial Attack in ECG Classification with Adversarial Distillation Training0
ECG classification algorithm based on feature synthetic input and multi-resolution neural networks0
A Wearable ECG Monitor for Deep Learning Based Real-Time Cardiovascular Disease Detection0
Multi-Label ECG Classification Using Convolutional Neural Networks in a Classifier ChainCode0
Improving ECG Classification Interpretability using Saliency Maps0
Interpretable ECG classification via a query-based latent space traversal (qLST)0
A Regularization Method to Improve Adversarial Robustness of Neural Networks for ECG Signal ClassificationCode1
Nearest Subspace Search in The Signed Cumulative Distribution Transform Space for 1D Signal ClassificationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Local Lead AttentionPhysioNet Challenge score 20210.52Unverified
2Classifier Chain (3-lead)PhysioNet Challenge score 2021-0.6Unverified
3Classifier Chain (2-lead)PhysioNet Challenge score 2021-0.63Unverified
4Classifier Chain (4-lead)PhysioNet Challenge score 2021-0.63Unverified
5Classifier Chain (6-lead)PhysioNet Challenge score 2021-0.63Unverified
#ModelMetricClaimedVerifiedStatus
1DNNF1 (1dAVb)0.89Unverified
24th year cardiology residentF1 (1dAVb)0.78Unverified
35th year medical studentF1 (1dAVb)0.73Unverified
43rd year emergency residentF1 (1dAVb)0.72Unverified
#ModelMetricClaimedVerifiedStatus
11D CNN EncoderPhysioNet Challenge score (test data)0.21Unverified
#ModelMetricClaimedVerifiedStatus
1xresnet1d101AUROC0.93Unverified
#ModelMetricClaimedVerifiedStatus
1V2SaAccuracy (Test)93.96Unverified