敌对的红外屏蔽:一个多视图黑子攻击物理世界的热红外探测器
Chengyin Hu1, Weiwen Shi2, Tingsong Jiang3
1University of Electronic Science and Technology of China, No. 2006, Xiyuan Avenue, Gaoxin District, Chengdu, 611731, Sichuan, China; Chinese Academy of Military Science, No. 53 East Street, Fengtai District, Beijing, 100071, China.
概括
这项研究介绍了对抗性红外屏蔽 (AdvIB),这是一种用于热红外探测器的新型黑子攻击方法. 在对行人检测系统的强大,多视图攻击中,AdvIB取得了超过80%的成功,这引发了伦理方面的担忧.
科学领域:
- 计算机视觉 计算机视觉
- 网络安全 网络安全
- 传感器技术 传感器技术
背景情况:
- 热红外探测器对于行人检测和自动驾驶至关重要.
- 现有的对热探测器的物理攻击缺乏现实世界的实用性或稳定性.
- 以前使用热/冷区块的黑子攻击不是多视图或强大的.
研究的目的:
- 为热红外探测器引入一种新,强大,多视图的黑盒物理攻击方法.
- 在现实的场景中展示拟议攻击的有效性和隐蔽性.
- 突出与先进的对抗性攻击相关的伦理影响和安全风险.
主要方法:
- 开发了针对物理部署进行优化的对抗性红外屏蔽 (AdvIB).
- 使用AdvIB.对行人实施多视图攻击 (正面,侧面,后面)
- 进行物理测试以评估攻击成功率,强度和隐身能力.
主要成果:
- 在各种距离和视觉条件下,AdvIB的成功率超过80%.
- 该方法通过全面的比较实验证明了它的稳定性.
- 攻击是隐蔽的,区块隐藏在衣服里面.
结论:
- AdvIB 提供了强大的多视图黑子攻击,显著影响了热红外探测器的安全性.
- 该研究强调了关键的伦理和安全问题,敦促人们注意潜在的滥用.
- 该研究提供了一种评估和增强热检测系统安全性的实用方法.
相关概念视频
IR Spectrometers
1.1K
There are two main infrared (IR) spectrophotometers: dispersive IR spectrometers and Fourier transform infrared (FTIR) spectrometers. In a dispersive IR spectrometer, a beam of infrared radiation produced by a hot wire is divided into two parallel equal-intensity beams using mirrors. One beam passes through the sample, while another is a reference beam. The beams then move through the monochromator, which separates the radiations into a continuous spectrum of different frequencies. The...
1.1K
Attenuated Total Reflectance (ATR) Infrared Spectroscopy: Overview
360
Attenuated total reflectance (ATR) infrared spectroscopy is a powerful analytical technique used to study the composition of materials. It is widely employed in chemistry, materials science, forensic science, and other fields where sample characterization is required. ATR has several advantages over traditional transmission IR spectroscopy, including the requirement of little to no sample preparation and the ability to analyze a wide range of samples.
The ATR process begins by directing a beam...
The ATR process begins by directing a beam...
360
Infrared (IR) Spectroscopy: Overview
1.7K
When electromagnetic radiation passes through a material, atoms or molecules transition from a lower to a higher energy state by absorbing radiation corresponding to the energy difference between the two states. The absorption of infrared (IR) radiation causes transitions between vibrational energy levels in a molecule. Therefore, IR spectroscopy is a useful analytical tool for determining the molecular structure of molecules.
Different compounds display unique properties due to their...
Different compounds display unique properties due to their...
1.7K
IR Frequency Region: Fingerprint Region
873
IR spectra are divided into two main regions: the diagnostic region and the fingerprint region. The diagnostic region of the spectrum lies above 1500 cm−1. The absorptions resulting from single-bond vibrations of the N–H, C–H, and O–H stretch at higher wavenumbers and appear on the left side of the spectrum. The stretching absorptions of the C≡C and C≡N occur between 2100–2300 cm−1. In contrast, those arising from stretching absorptions of the...
873


