CCIW:封面隐藏图像水印,用于双重保护隐私和版权
Ruiping Li1, Si Wang2, Ming Li2,3
1Information Construction and Management Office, Henan Normal University, Xinxiang 453007, China.
Entropy (Basel, Switzerland)
|December 24, 2025
概括
这项研究引入了一种新的图像水印方法,以保护版权和隐私. 该技术使用对抗性示例来防止未经授权的深度神经网络 (DNN) 访问和数据盗窃.
科学领域:
- 计算机视觉 计算机视觉
- 数字图像处理 数字图像处理
- 网络安全 网络安全
背景情况:
- 传统的图像水印优先考虑强度和不可察觉性.
- 开放的网络环境将封面图像暴露在恶意深度神经网络 (DNN) 识别和检索中,造成隐私风险.
- 同时保护图像版权和隐私至关重要.
研究的目的:
- 提出一种新的封面隐藏图像水印 (CCIW) 方法.
- 解决侵犯版权和隐私泄露在数字图像中的双重威胁.
- 开发一种技术,防止未经授权的DNN处理,同时嵌入隐形版权信息.
主要方法:
- 建议采用覆盖隐藏图像水印 (CCIW) 方法.
- 条件生成对抗网络 (CGAN) 与道注意力机制相结合.
- 产生了包含隐形版权信息的封面图像的对抗性示例.
主要成果:
- 在Caltech256数据集上,CCIW方法实现了超过98%的对抗性攻击成功率.
- 生成的对抗性示例显示出良好的图像质量.
- 版权信息提取准确度接近100%,在各种噪音条件下具有稳定性.
结论:
- 拟议的CCIW方法通过阻止未经授权的DNN收集和处理,有效地防止隐私泄露.
- 嵌入的版权信息非常难以删除,确保版权保护.
- 该技术提供了一种全面的解决方案,用于保护数字图像免受隐私和版权威胁.
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