ECE 595ML Lecture 33.1: Adversarial Attack - An Overview

By Stanley H. Chan

Electrical and Computer Engineering, Purdue University, West Lafayette, IN

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  • Stanley H. Chan (2020), "ECE 595ML Lecture 33.1: Adversarial Attack - An Overview," https://nanohub.org/resources/32917.

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Purdue University, West Lafayette, IN

ECE 595ML Lecture 33.1: Adversarial Attack - An Overview
  • Lecture 33.1: Adversarial Attack - An Overview 1. Lecture 33.1: Adversarial Atta… 0
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  • Today's Agenda 2. Today's Agenda 23.189856523189857
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  • Outline 3. Outline 334.63463463463466
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  • A Report in 2017 4. A Report in 2017 481.28128128128128
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  • Adversarial Attack Example: FGSM 5. Adversarial Attack Example: FG… 652.01868535201868
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  • Adversarial Attack Example: Szegedy's 2013 Paper 6. Adversarial Attack Example: Sz… 862.328995662329
    00:00/00:00
  • Adversarial Attack: Targeted Attack Targeted 7. Adversarial Attack: Targeted A… 936.7033700367034
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  • Adversarial Attack Example: One Pixel 8. Adversarial Attack Example: On… 1030.2969636302971
    00:00/00:00
  • Adversarial Attack Example: Patch 9. Adversarial Attack Example: Pa… 1092.7927927927929
    00:00/00:00
  • Adversarial Attack Example: Stop Sign 10. Adversarial Attack Example: St… 1142.3757090423758
    00:00/00:00
  • Adversarial Attack Example: Turtle 11. Adversarial Attack Example: Tu… 1241.1411411411411
    00:00/00:00
  • Adversarial Attack Example: Toaste 12. Adversarial Attack Example: To… 1324.8581915248583
    00:00/00:00
  • Adversarial Attack Example: Glass 13. Adversarial Attack Example: Gl… 1386.4531197864533
    00:00/00:00
  • Adversarial Attack: A Survey in 2017 14. Adversarial Attack: A Survey i… 1496.0293626960295
    00:00/00:00
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