Countermeasure Leveraging Optical Attractor Kits (CLOAK): interpretational disruption of a visual-based workflow

Date

2020-09-20

Free to read from

Authors

Di Fraia, Marco Zaccaria
Chermak, Lounis

Supervisor/s

Journal Title

Journal ISSN

Volume Title

Publisher

SPIE

Department

Type

Conference paper

ISSN

0277-786X

Format

Citation

Di Fraia MZ, Chermak L. (2020) Countermeasure leveraging optical attractor kits (CLOAK): interpretational disruption of a visual-based workflow. In: Technologies for Optical Countermeasures XVII; and High-Power Lasers: Technology and Systems, Platforms, Effects IV, Online only, 21-25 September 2020

Abstract

Due to their negligible cost, small energy footprint, compact size and passive nature, cameras are emerging as one of the most appealing sensing approaches for the realization of fully autonomous intelligent mobile platforms. In defence contexts, passive sensors, such as cameras, represent an important asset due to the absence of a detectable external operational signature – with at most some radiation generated by their components. This characteristic, however, makes targeting them a quite daunting task, as their active neutralization requires pinning a small angular diameter moving at a high speed. In this paper we introduce an interpretational countermeasure acting against autonomous platforms relying on featurebased optical workflows. We classify our approach as an interpretational disruption because it exploits the heuristics of the model used by the on-board artificial intelligence to interpret the available data. To remove the struggle of accurately pinpointing such an imperceptible target, our approach consists in passively corrupting, from a perception point of view, the whole environment with a small, sparse set of physical observables. The concrete design of these systems is developed from the response of a feature detector of interest. We define an optical attractor as the collection of pixels inducing an exceptionally strong response for a target feature detector. We also define a physical object inducing these pixel structures for defense purposes as a CLOAK: Countermeasure Leveraging Optical Attractor Kits. Using optical attractors, any optical based algorithm relying on features extraction can potentially be disrupted, in a completely passive and nondestructive fashion.

Description

Software Description

Software Language

Github

Keywords

Artificial Intelligence, Optical countermeasures, UAVs, Features detection, Extreme values, Computer Vision

DOI

Rights

Attribution-NonCommercial 4.0 International

Relationships

Relationships

Supplements

Funder/s