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Deep Learning for ECG Classification

Journal of Physics: Conference Series 2017 ismorphism/DeepECG

The importance of ECG classification is very high now due to many current medical applications where this problem can be stated.

CLASSIFICATION ECG CLASSIFICATION

Automatic diagnosis of the 12-lead ECG using a deep neural network

2 Apr 2019antonior92/automatic-ecg-diagnosis

The role of automatic electrocardiogram (ECG) analysis in clinical practice is limited by the accuracy of existing models.

ECG CLASSIFICATION

Convolutional Neural Network and Rule-Based Algorithms for Classifying 12-lead ECGs

31 Dec 2020Bsingstad/PhysioNet-CinC-Challenge2020-TeamUIO

Finally, the models were deployed to a Docker image, trained on the provided development data, and tested on the Challenge validation set.

ECG CLASSIFICATION

Atrial Fibrillation Detection and ECG Classification based on CNN-BiLSTM

12 Nov 2020liweiheng818/ECG-Signal-Analysis

It is challenging to visually detect heart disease from the electrocardiographic (ECG) signals.

ATRIAL FIBRILLATION DETECTION CLASSIFICATION ECG CLASSIFICATION

A Comparison of 1-D and 2-D Deep Convolutional Neural Networks in ECG Classification

16 Oct 2018axelmukwena/biometricECG

Then, in order to alleviate the overfitting problem in two-dimensional network, we initialize AlexNet-like network with weights trained on ImageNet, to fit the training ECG images and fine-tune the model, and to further improve the accuracy and robustness of ECG classification.

CLASSIFICATION ECG CLASSIFICATION

Enhance CNN Robustness Against Noises for Classification of 12-Lead ECG with Variable Length

8 Aug 2020SarielMa/ICMLA2020_12-lead-ECG

Thus, it is challenging and essential to improve robustness of DNNs against adversarial noises for ECG signal classification, a life-critical application.

CLASSIFICATION ECG CLASSIFICATION