Search Results for author: Vassili Kovalev

Found 3 papers, 0 papers with code

Examining the Capability of GANs to Replace Real Biomedical Images in Classification Models Training

no code implementations18 Apr 2019 Vassili Kovalev, Siarhei Kazlouski

The possibility of the use of artificial images instead of real ones for training machine learning models was examined by benchmark classification tasks being solved using conventional and deep learning methods.

BIG-bench Machine Learning General Classification

Influence of Control Parameters and the Size of Biomedical Image Datasets on the Success of Adversarial Attacks

no code implementations15 Apr 2019 Vassili Kovalev, Dmitry Voynov

We concluded that: (1) An increase of the amplitude of perturbation in generating malicious adversarial images leads to a growth of the fraction of successful attacks for the majority of image types examined in this study.

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