敌对的特点是石角图的混合框架,窗口转移,局部损失
Zhengze Li1, Xiaoyuan Yang2, Kangqing Shen1
1School of Mathematical Sciences, Beihang University, Beijing, 102206, China.
概括
新的对抗性深度学习框架StegoFormer增强了图像隐形图像的安全性. 它有效地隐藏数据,同时抵制先进的稳定分析工具的检测.
科学领域:
- 计算机科学 计算机科学
- 信息安全 信息安全
- 人工智能的人工智能
背景情况:
- 图像隐形图像对于安全隐藏数据至关重要,但深度学习方法面临来自复杂隐形分析的威胁.
- 基于卷积神经网络 (CNN) 的稳定分析对目前的稳定图技术构成重大挑战.
研究的目的:
- 开发一种先进的对抗式石图框架,克服现有方法的局限性.
- 为了增强隐形图的稳定性,而不是基于CNN的隐形分析.
主要方法:
- 介绍了StegoFormer,这是一个端到端的框架,集成CNN和变压器架构.
- 采用混合编码器 (U-Net和变压器) 与新的Shuffle线性层用于特征提取.
- 实现了转移窗口局部损失,用于准确的stego图像生成和高斯面具增强,用于对手训练.
主要成果:
- 与最先进的方法相比,StegoFormer表现出优越的抗步分析能力.
- 该框架在数据隐藏和准确信息恢复方面实现了高效率.
- 对抗性训练显著提高了稳定学方法的安全性和稳定性.
结论:
- 在深度学习时代,StegoFormer为安全的图像隐形图像提供了一个强大的解决方案.
- 提出的方法,包括转移窗口局部损失和高斯面具增强,有效地提高了隐形图的安全性.
- 这一框架代表了对抗先进的稳定分析技术的重大进步.
相关概念视频
Reducing Line Loss
176
In a three-phase circuit, line loss is an indicator of energy dissipated as heat due to the resistance of transmission lines. To address this, incorporating transformers into the system—a step-up transformer at the source and a step-down transformer at the load—is a strategic solution. Two three-phase transformers are introduced to improve this.
With a step-up transformer at the source, the voltage is increased, thereby reducing the current in the transmission lines since power loss...
With a step-up transformer at the source, the voltage is increased, thereby reducing the current in the transmission lines since power loss...
176
Lossy Lines and Overvoltages
113
Transmission-line series resistance and shunt conductance cause three primary effects: attenuation, distortion, and power losses.
Attenuation
When constant series resistance and shunt conductance are present, voltage and current equations are modified. The propagation constant indicates that voltage and current waves consist of both forward and backward traveling components. These waves attenuate as they propagate, with the attenuation factor related to the resistance and conductance. In a...
Attenuation
When constant series resistance and shunt conductance are present, voltage and current equations are modified. The propagation constant indicates that voltage and current waves consist of both forward and backward traveling components. These waves attenuate as they propagate, with the attenuation factor related to the resistance and conductance. In a...
113
Linear Approximation in Frequency Domain
117
Linear systems are characterized by two main properties: superposition and homogeneity. Superposition allows the response to multiple inputs to be the sum of the responses to each individual input. Homogeneity ensures that scaling an input by a scalar results in the response being scaled by the same scalar.
In contrast, nonlinear systems do not inherently possess these properties. However, for small deviations around an operating point, a nonlinear system can often be approximated as linear....
In contrast, nonlinear systems do not inherently possess these properties. However, for small deviations around an operating point, a nonlinear system can often be approximated as linear....
117
Reconstruction of Signal using Interpolation
254
Signal processing techniques are essential for accurately converting continuous signals to digital formats and vice versa. When a continuous signal is sampled with a period T, the resulting sampled signal exhibits replicas of the original spectrum in the frequency domain, spaced at intervals equal to the sampling frequency. To handle this sampled signal, a zero-order hold method can be applied, which creates a piecewise constant signal by retaining each sample's value until the next...
254
Downsampling
196
When considering a sampled sequence with zero values between sampling instants, one can replace it by taking every N-th value of the sequence. At these integer multiples of N, the original and sampled sequences coincide. This process, known as decimation, involves extracting every N-th sample from a sequence, thereby creating a more efficient sequence.
The Fourier transform of the decimated sequence reveals a combination of scaled and shifted versions of the original spectrum. This...
The Fourier transform of the decimated sequence reveals a combination of scaled and shifted versions of the original spectrum. This...
196
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...
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...
2.5K


