SOTAVerified

ECG Classification

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 76–100 of 116 papers

TitleStatusHype
SimGANs: Simulator-Based Generative Adversarial Networks for ECG Synthesis to Improve Deep ECG Classification—0
SparrowSNN: A Hardware/software Co-design for Energy Efficient ECG Classification—0
Transforming ECG Diagnosis:An In-depth Review of Transformer-based DeepLearning Models in Cardiovascular Disease Detection—0
Ultra Low-Power and Real-time ECG Classification Based on STDP and R-STDP Neural Networks for Wearable Devices—0
Weakly Supervised Arrhythmia Detection Based on Deep Convolutional Neural Network—0
xLSTM-ECG: Multi-label ECG Classification via Feature Fusion with xLSTM—0
Global ECG Classification by Self-Operational Neural Networks with Feature Injection—0
Graph Neural Networks for Topological Feature Extraction in ECG Classification—0
Heart-Darts: Classification of Heartbeats Using Differentiable Architecture Search—0
Identifying Arrhythmias Based on ECG Classification Using Enhanced-PCA and Enhanced-SVM Methods—0
Improving ECG Classification Interpretability using Saliency Maps—0
Integrating Notch Filtering and Statistical Methods for Improved Cardiac Diagnostics Using MATLAB—0
Inter-Patient ECG Classification with Convolutional and Recurrent Neural Networks—0
Inter-Patient ECG Heartbeat Classification with Temporal VCG Optimized by PSO—0
Interpretable ECG classification via a query-based latent space traversal (qLST)—0
Kalman-based Spectro-Temporal ECG Analysis using Deep Convolutional Networks for Atrial Fibrillation Detection—0
Leveraging Statistical Shape Priors in GAN-based ECG Synthesis—0
Low-dimensional Denoising Embedding Transformer for ECG Classification—0
LSTM-Based ECG Classification for Continuous Monitoring on Personal Wearable Devices—0
GAF-FusionNet: Multimodal ECG Analysis via Gramian Angular Fields and Split AttentionCode0
MELEP: A Novel Predictive Measure of Transferability in Multi-Label ECG DiagnosisCode0
Mitigating Adversarial Attacks on ECG Classification in Federated Learning via Adversarial TrainingCode0
Federated Learning and Differential Privacy Techniques on Multi-hospital Population-scale Electrocardiogram DataCode0
Heartbeat classification using various machine learning models: A comparative studyCode0
Diffeomorphic Temporal Alignment NetsCode0
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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