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Author:

ZHENG Jiamin (ZHENG Jiamin.) | ZHANG Yaoyuan (ZHANG Yaoyuan.) | LI Yuanzhang (LI Yuanzhang.) | WU Shangbo (WU Shangbo.) | YU Xiao (YU Xiao.)

Abstract:

The robustness of adversarial examples to image scaling transformation is usually ignored when most existing adversarial attacks are proposed.In con-trast,image scaling is often the first step of the model to transfer various sizes of input images into fixed ones.We evaluate the impact of image scaling on the robustness of adversarial examples applied to image classification tasks.We set up an image scaling system to provide a basis for robustness evaluation and conduct experiments in differ-ent situations to explore the relationship between image scaling and the robustness of adversarial examples.Exper-iment results show that various scaling algorithms have a similar impact on the robustness of adversarial examples,but the scaling ratio significantly impacts it.

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Author Community:

  • [ 1 ] [ZHANG Yaoyuan]北京工业大学
  • [ 2 ] [WU Shangbo]北京工业大学
  • [ 3 ] [ZHENG Jiamin]School of E-Business and Logistics,Beijing Technology and Business University,Beijing 100048,China
  • [ 4 ] [YU Xiao]School of Computer Science and Technology,Shandong University of Technology,Shandong 255000,China
  • [ 5 ] [LI Yuanzhang]北京工业大学

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Source :

电子学报(英文版)

ISSN: 1022-4653

Year: 2023

Issue: 1

Volume: 32

Page: 151-158

1 . 2 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:19

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count: -1

Chinese Cited Count:

30 Days PV: 9

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