Counter AI methods against visual reconnaissance

Alexander Schwegmann; Claudia S. Hübner

doi:10.1117/12.3033914

1 November 2024 Counter AI methods against visual reconnaissance

Proceedings Volume 13199, Target and Background Signatures X: Traditional Methods and Artificial Intelligence; 1319903 (2024) https://doi.org/10.1117/12.3033914
Event: Security + Defence, 2024, Edinburgh, United Kingdom

Abstract

Due to the enormous development in the field of artificial intelligence, especially in the area of reconnaissance, detection and recognition, it has become absolutely necessary to think about methods of concealing one's own military units from this new threat. This publication aims to provide an overview of counter ai approaches against enemy reconnaissance, and the possibilities to assess the effectiveness of these methods. It will focus on explainable AI and the camouflaging of key features as well as the possibility of dual attribute adversarial attack camouflage. These are mathematically optimised patterns that drive an AI-based classifier to an incorrect classification or simply suppress the correct classification. We also discuss the robustness of these patterns.

Conference Presentation

Citation Download Citation

Alexander Schwegmann and Claudia S. Hübner "Counter AI methods against visual reconnaissance", Proc. SPIE 13199, Target and Background Signatures X: Traditional Methods and Artificial Intelligence, 1319903 (1 November 2024); https://doi.org/10.1117/12.3033914

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
PRESENTATION

WATCH
PRESENTATION SAVE TO MY LIBRARY

GET CITATION

KEYWORDS

Artificial intelligence

Reconnaissance

Visualization

Image classification

Camouflage

Mathematical optimization

RELATED CONTENT

Evaluation of dual attribute adversarial camouflage and counter AI reconnaissance...
Proceedings of SPIE (January 01 1900)

The training and inference performance optimization of Resnet50 on CUDA...
Proceedings of SPIE (July 05 2024)

On the performance of machine learning fairness in image classification
Proceedings of SPIE (June 12 2023)

Developing dual attribute adversarial camouflage for counter-AI reconnaissance
Proceedings of SPIE (January 01 1900)

Developing dual attribute adversarial camouflage patterns for counter-AI reconnaissance
Proceedings of SPIE (January 01 1900)

Design and implementation of intelligent logistics path information system based...
Proceedings of SPIE (September 04 2024)

Image Coding By Vector Quantization In A Transformed Domain
Proceedings of SPIE (May 01 1986)

Subscribe to Digital Library

Receive Erratum Email Alert

Keywords/Phrases

Search In:

Publication Years