Challenges and Threats to Military Reconnaissance and Radio Combat From the Aspect of the Anti-Access System

Depczyński, Marek; Markiewicz, Szymon; Wrzosek, Marek

doi:10.1080/13518046.2022.2045798

Cited by 2 publications

(1 citation statement)

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“…Visual object tracking (VOT) refers to the process of finding a target to be tracked in the first frame of a video, with the aim of accurately locating the target's position in subsequent frames and precisely outlining it with anchor box. Compared to traditional VOT methods, satellite video object tracking benefits from a wider shooting range, often resulting in higher efficiency in monitoring targets in applications such as military reconnaissance [1][2][3], traffic monitoring [4][5][6], and wildlife tracking [7][8][9].…”

Section: Introductionmentioning

confidence: 99%

Adversarial Examples in Visual Object Tracking in Satellite Videos: Cross-Frame Momentum Accumulation for Adversarial Examples Generation

Zhang,

Wang,

Zhang

et al. 2023

Remote Sensing

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The visual object tracking technology of remote sensing images has important applications in areas with high safety performance such as national defense, homeland security, and intelligent transportation in smart cities. However, previous research demonstrates that adversarial examples pose a significant threat to remote sensing imagery. This article first explores the impact of adversarial examples in the field of visual object tracking in remote sensing imagery. We design a classification- and regression-based loss function for the popular Siamese RPN series of visual object tracking models and use the PGD gradient-based attack method to generate adversarial examples. Additionally, we consider the temporal consistency of video frames and design an adversarial examples attack method based on momentum continuation. We evaluate our method on the remote sensing visual object tracking datasets SatSOT and VISO and the traditional datasets OTB100 and UAV123. The experimental results show that our approach can effectively reduce the performance of the tracker.

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Section: Introductionmentioning

confidence: 99%

Adversarial Examples in Visual Object Tracking in Satellite Videos: Cross-Frame Momentum Accumulation for Adversarial Examples Generation

Zhang,

Wang,

Zhang

et al. 2023

Remote Sensing

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Required Operational Capabilities of the Recognition Subsystem in the Anti-Access/Area Denial System

Markiewicz,

Wrzosek

2023

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The subject of this article is the issue of "the required operational capabilities of the reconnaissance subsystem in the anti-access/area denial system". When defining the assumptions for the reconnaissance subsystem in the A2/AD system, several assumptions were adopted for the analyses resulting from the concept of military operations from the beginning of the 21st century. These assumptions were derived from analyses carried out as part of conferences, seminars, research work, and army command and staff exercises (see: Wrzosek, 2020). Moreover, epistemological achievements in the field of military thought were used to generate solutions. The accumulated knowledge is the basis for concluding that the current reconnaissance subsystem does not meet the requirements, full perception of various reconnaissance data obtained from the area of operations and the translation of aggregate knowledge into the cognitive sphere of commanders and staff. Additionally, it was established that in the current organizational and functional solutions, the commander's knowledge is based on an understanding of the area of operation and the enemy troops' situation. Meanwhile, the new scope of reconnaissance tasks under the A2/AD system requires collecting knowledge from all domains where the fate of a military conflict is decided.

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Challenges and Threats to Military Reconnaissance and Radio Combat From the Aspect of the Anti-Access System

Cited by 2 publications

References 0 publications

Adversarial Examples in Visual Object Tracking in Satellite Videos: Cross-Frame Momentum Accumulation for Adversarial Examples Generation

Adversarial Examples in Visual Object Tracking in Satellite Videos: Cross-Frame Momentum Accumulation for Adversarial Examples Generation

Required Operational Capabilities of the Recognition Subsystem in the Anti-Access/Area Denial System

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