A New ECG Denoising Framework Using Generative Adversarial Network.

IEEE/ACM Transactions on Computational Biology and Bioinformatics
Pratik Singh, Gayadhar Pradhan

Abstract

This paper presents a novel Electrocardiogram (ECG) denoising approach based on the generative adversarial network (GAN). Noise is often associated with the ECG signal recording process. Denoising is central to most of the ECG signal processing tasks. The current ECG denoising techniques are based on the time domain signal decomposition methods. These methods use some kind of thresholding and filtering approaches. In our proposed technique, convolutional neural network (CNN) based GAN model is effectively trained for ECG noise filtering. In contrast to existing techniques, we performed end-to-end GAN model training using the clean and noisy ECG signals. MIT-BIH Arrhythmia database is used for all the qualitative and quantitative analyses. The improved ECG denoising performance open the door for further exploration of GAN based ECG denoising approach.

Citations

Nov 25, 2020·Physical and Engineering Sciences in Medicine·Pratik Singh, Gayadhar Pradhan
Jan 12, 2021·Cognitive Computation·Mufti MahmudAmir Hussain

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Software Mentioned

RMSprop
GAN

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