ECG Segmentation by Neural Networks: Errors and Correction

Code

• github.com/Namenaro/ecg_segmentation
  OfficialIn papernone★ 0

Abstract

In this study we examined the question of how error correction occurs in an ensemble of deep convolutional networks, trained for an important applied problem: segmentation of Electrocardiograms(ECG). We also explore the possibility of using the information about ensemble errors to evaluate a quality of data representation, built by the network. This possibility arises from the effect of distillation of outliers, which was demonstarted for the ensemble, described in this paper.

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Reproductions