SOTAVerified

ECG Classification

Papers

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Showing 91–100 of 116 papers

TitleStatusHype
Deep Learning-based ECG Classification on Raspberry PI using a Tensorflow Lite Model based on PTB-XL Dataset—0
Deep Neural Networks Generalization and Fine-Tuning for 12-lead ECG Classification—0
Defending Against Adversarial Attack in ECG Classification with Adversarial Distillation Training—0
Using Anomaly Detection to Detect Poisoning Attacks in Federated Learning Applications—0
ECG classification algorithm based on feature synthetic input and multi-resolution neural networks—0
ECG classification using Deep CNN and Gramian Angular Field—0
ECG Classification with a Convolutional Recurrent Neural Network—0
ECGMamba: Towards Efficient ECG Classification with BiSSM—0
Efficient Post-Training Augmentation for Adaptive Inference in Heterogeneous and Distributed IoT Environments—0
Deep Time-Frequency Representation and Progressive Decision Fusion for ECG Classification—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 (4-lead)PhysioNet Challenge score 2021-0.63—Unverified
4Classifier Chain (6-lead)PhysioNet Challenge score 2021-0.63—Unverified
5Classifier Chain (2-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