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相关概念视频

Masking and Demasking Agents01:19

Masking and Demasking Agents

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EDTA titrations may necessitate masking and demasking agents to temporarily protect a particular metal ion in a mixture from the EDTA reaction. These agents facilitate the sequential analysis of the metal ions by forming stable complexes with some—but not all—metal ions during certain steps.
There are many masking agents, such as cyanide, fluoride, triethanolamine, thiourea, and 2,3-bis(sulfanyl)propan-1-ol (formerly 2,3-dimercapto-1-propanol), with the masking agent chosen based on...
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Long-patch Base Excision Repair01:02

Long-patch Base Excision Repair

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Since the discovery of the two BER pathways, there has been a debate about how a cell chooses one pathway over the other and the factors determining this selection. Numerous in vitro experiments have pointed out multiple determinants for the sub-pathway selection. These are:
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Difference from Background: Limit of Detection01:05

Difference from Background: Limit of Detection

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The limit of detection (LOD) is the smallest amount of analyte that can be distinguished from the background noise. The LOD value corresponds to the concentration at which the analyte signal is three times larger than the standard deviation of the blank signal. Below this value, the analyte signal cannot be differentiated from the background noise. It is calculated by dividing the calibration slope by 3 times the standard deviation of the blank signals.
The LOD indicates the presence or absence...
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Defenses Against Pathogens and Herbivores02:26

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Plants present a rich source of nutrients for many organisms, making it a target for herbivores and infectious agents. Plants, though lacking a proper immune system, have developed an array of constitutive and inducible defenses to fend off these attacks.
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Detection of Black Holes01:10

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Although black holes were theoretically postulated in the 1920s, they remained outside the domain of observational astronomy until the 1970s.
Their closest cousins are neutron stars, which are composed almost entirely of neutrons packed against each other, making them extremely dense. A neutron star has the same mass as the Sun but its diameter is only a few kilometers. Therefore, the escape velocity from their surface is close to the speed of light.
Not until the 1960s, when the first neutron...
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Elastic Collisions: Case Study01:15

Elastic Collisions: Case Study

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Elastic collision of a system demands conservation of both momentum and kinetic energy. To solve problems involving one-dimensional elastic collisions between two objects, the equations for conservation of momentum and conservation of internal kinetic energy can be used. For the two objects, the sum of momentum before the collision equals the total momentum after the collision. An elastic collision conserves internal kinetic energy, and so the sum of kinetic energies before the collision equals...
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相关实验视频

Updated: Jan 16, 2026

Author Spotlight: Enhancement of Salient Object Detection for Smart Grid Applications
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细分和恢复:保护对象探测器免受敌对补丁攻击.

Haotian Gu1, Hamidreza Jafarnejadsani1

  • 1Department of Mechanical Engineering, Stevens Institute of Technology, Hoboken, NJ 07030, USA.

Journal of imaging
|September 26, 2025
PubMed
概括

本研究介绍了细分和恢复 (SAR),这是对对象检测模型的对抗性补丁攻击的新型防御. 在动态环境中,SAR可以有效地检测和删除恶意补丁,而无需重新训练模型,从而提高关键应用程序的安全性.

科学领域:

  • 计算机视觉 计算机视觉
  • 人工智能的人工智能
  • 网络安全 网络安全

背景情况:

  • 对象检测模型对于自动驾驶和安全等应用至关重要.
  • 敌对补丁攻击对这些模型的可靠性构成重大威胁,特别是在动态环境中.
  • 目前的防御系统在补丁尺寸,位置和方向的变化中扎.

研究的目的:

  • 为对象检测模型开发针对对抗性补丁攻击的补丁不可知防御方案.
  • 在动态和复杂的环境中解决现有防御的局限性.
  • 在安全关键的应用中提高对象检测系统的稳定性.

主要方法:

  • 引入了Segment and Recover (SAR),这是一个基于图像预处理的防御方案.
  • 集成了一个无补丁检测前端与一个破碎的像素恢复后端.
  • 开发了SAR来处理大面具覆盖物体隐藏攻击,并打破补丁规模,形状和位置的限制.

主要成果:

  • SAR准确地定位对抗补丁并恢复受影响的像素.
  • 评估表明SAR与各种预训练的物体探测器兼容.
  • 与各种补丁类型相比,在最先进的方法上表现出显著的弹性改进.
关键词:
敌对的强度 敌对的强度对象检测模型的模型支持补丁的图像攻击攻击.基于视觉的物体跟踪.

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结论:

  • 在对象检测中,SAR提供了一种强大而可适应的防御,以抵御对手补丁攻击.
  • 基于补丁的不可知性和基于预处理的方法消除了需要额外的模型培训的需求.
  • 在现实世界,动态场景中,SAR提高了对象检测系统的可靠性和安全性.