Image integrity analysis under defense approaches against adversarial patches

Prarinya Siritanawan; Kasidit Chunhachatchawhankhun; Kazunori Kotani

doi:10.1117/12.3057960

5 February 2025 Image integrity analysis under defense approaches against adversarial patches

Prarinya Siritanawan, Kasidit Chunhachatchawhankhun, Kazunori Kotani

Author Affiliations +

Proceedings Volume 13510, International Workshop on Advanced Imaging Technology (IWAIT) 2025; 135100Y (2025) https://doi.org/10.1117/12.3057960
Event: International Workshop on Advanced Imaging Technology (IWAIT) 2025, 2025, Douliu City, Taiwan

Abstract

Adversarial patches pose a significant threat to image recognition systems, exploiting small, maliciously crafted patterns to mislead models into incorrect classifications. Unlike traditional adversarial examples, adversarial patches operate under real-world constraints, making defense against them a challenging task. This study introduces an alternative defense strategy that employs partial masking to mitigate the impact of adversarial patches without relying on precise patch detection. Various global masking patterns were evaluated to determine the best balance between adversarial robustness and image integrity. The proposed method effectively reduces attack success rates while maintaining reasonable classification accuracy, demonstrating its potential to ensure protection in real-world applications without dependency on the detection methods.

(2025) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Prarinya Siritanawan, Kasidit Chunhachatchawhankhun, and Kazunori Kotani "Image integrity analysis under defense approaches against adversarial patches", Proc. SPIE 13510, International Workshop on Advanced Imaging Technology (IWAIT) 2025, 135100Y (5 February 2025); https://doi.org/10.1117/12.3057960

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

;

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
6 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Defense and security

Image classification

Image restoration

Image analysis

Visualization

Image processing

Data modeling

Show All Keywords

Keywords/Phrases

Search In:

Publication Years