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Olga Taran

3 accepted papers

2020

Adversarial Detection of Counterfeited Printable Graphical Codes: Towards "Adversarial Games" In Physical World

ICASSP 2020accepted

This paper addresses a problem of anti-counterfeiting of physical objects and aims at investigating a possibility of counterfeited printable graphical code detection from a machine learning perspectives. We investigate a fake generation via two different deep regeneration models and study the authen…

Cited by 0SourceScholar
2019

Clonability of Anti-counterfeiting Printable Graphical Codes: A Machine Learning Approach

ICASSP 2019accepted

In recent years, printable graphical codes have attracted a lot of attention enabling a link between the physical and digital worlds, which is of great interest for the IoT and brand protection applications. The security of printable codes in terms of their reproducibility by unauthorized parties or…

Cited by 0SourceScholar
2019

Defending Against Adversarial Attacks by Randomized Diversification

CVPR 2019poster

The vulnerability of machine learning systems to adversarial attacks questions their usage in many applications. In this paper, we propose a randomized diversification as a defense strategy. We introduce a multi-channel architecture in a gray-box scenario, which assumes that the architecture of the…

Cited by 52PDFcodeScholar