Defending Against Physical Adversarial Patch Attacks on Infrared Human Detection

TL;DR

  • Infrared human detection gains a patch defense: POD addresses physically realizable adversarial patches.
  • Patch-aware training detects people and attacks: Augments training images with random patches and learns to locate them.
  • Defense generalizes to unseen patches: Improves robustness across patch shapes and sizes while also improving clean precision.
Publication
ICIP 2024

Presentation Slides

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Futa Waseda
Futa Waseda
Project Assistant Professor

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