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相关概念视频

Masking and Demasking Agents01:19

Masking and Demasking Agents

2.5K
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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Leaky Scanning02:28

Leaky Scanning

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During most eukaryotic translation processes, the small 40S ribosome subunit scans an mRNA from its 5' end until it encounters the first start AUG codon. The large 60S ribosomal subunit then joins the smaller one to initiate protein synthesis. The location of the translation initiation is largely determined by the nucleotides near the start codon as there may be multiple translation initiation sites present on the mRNA.  Marilyn Kozak discovered that the sequence RCCAUGG (where R...
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Facial Feedback Hypothesis01:24

Facial Feedback Hypothesis

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Charles Darwin proposed that facial expressions are an evolutionary adaptation for communication. He argued that these expressions are not influenced by culture but are universal across species. For example, a snarling expression with exposed teeth signals a threat in many animals, including humans. Darwin also suggested that displaying an emotion can intensify the feeling. Smiling, for example, could enhance one's sense of happiness. This idea laid the foundation for understanding the role...
191
Synthesis of α-Substituted Carbonyl Compounds: The Stork Enamine Reaction01:26

Synthesis of α-Substituted Carbonyl Compounds: The Stork Enamine Reaction

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α-Substituted ketones or aldehydes can be synthesized from enamines by the Stork enamine reaction, named after its pioneer Gilbert Stork. Enamines are useful synthetic intermediates where the lone pair on nitrogen is in conjugation with the C=C bond. They resemble enolate ions, as the resonance forms of both species have a nucleophilic α carbon.
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Nonconscious Mimicry01:13

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Nonconscious mimicry occurs when individuals alter their mannerisms to match the behaviors and expressions of those nearby, without intention.
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Frames: Problem Solving II01:26

Frames: Problem Solving II

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Consider a hydraulic hoist supporting a load of 1 kN. Assuming a simplified schematic representation of this frame structure, the force acting on BD and BF members can be determined.
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相关实验视频

Updated: Jul 21, 2025

Holistic Facial Composite Creation and Subsequent Video Line-up Eyewitness Identification Paradigm
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Holistic Facial Composite Creation and Subsequent Video Line-up Eyewitness Identification Paradigm

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后门攻击对面部素描合成的攻击

Shengchuan Zhang1, Suhang Ye1

  • 1Department of Artificial lntelligence, School of Intormatics, Xiamen University, Xiamen 361005, China.

Entropy (Basel, Switzerland)
|July 29, 2023
PubMed
概括

这项研究引入了一种针对面部素描合成模型的新后门攻击. 该攻击通过引入微妙的触发模式,有效降低草图质量,展示了生成AI的新漏洞.

科学领域:

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

背景情况:

  • 深度神经网络 (DNN) 容易受到后门攻击,在训练中使用有毒数据.
  • 目前对后门攻击的研究主要集中在图像分类和对象检测任务上.
  • 面部素描合成对于动画和执法等应用至关重要,但缺乏针对此类威胁的全面安全分析.

研究的目的:

  • 调查面部素描合成领域的后门攻击的可行性和有效性.
  • 提出一种新的,只有毒药的后门攻击策略,专门设计用于像素描合成这样的生成任务.
  • 为了证明恶意行为者降低合成面部素描的质量和完整性的潜力.

主要方法:

  • 开发了一种针对面部素描合成中使用的生成模型量身定制的只有毒素的后门攻击.
  • 将后门攻击集成到目标模型中,使用特定的触发模式来操纵输出.
  • 在基准数据集上进行了广泛的实验,以评估攻击对草图质量和感知指标的影响.

主要成果:

  • 拟议的后门攻击成功误导了面部草图合成模型,在触发模式存在时生成不可接受的草图.
  • 攻击显著降低了合成草图的感知质量,由微妙但有影响力的修改 (例如,轻点) 证明了这一点.
  • 定量分析显示,攻击的草图与标准模型 (如FCN,cGAN,MDAL) 所生成的草图之间的FSIM分数差异很小,证实了攻击的隐形性和有效性.
关键词:
人工智能安全AI安全后门攻击后门攻击面部草图合成 面部草图合成生成型模型的生成型模型.

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结论:

  • 这项研究成功地证明了对面部素描合成模型的实用和有效的后门攻击.
  • 这些发现突出了生成人工智能应用程序的重大安全漏洞,特别是那些具有现实世界的影响的应用程序.
  • 需要进一步的研究,以在生成模型中开发强大的防御机制来对抗这种复杂的后门威胁.