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English(EN) GIFGuard: Proactive Forensics against Deepfakes in Facial GIFs via Spatiotemporal Watermarking

GIFGuard 引入时空水印检测 GIF 中的深度伪造

作者 PulseAugur 编辑部 · [3 个来源] ·

研究人员推出 GIFGuard，一个新颖的时空水印框架，旨在打击动画 GIF 中的深度伪造。该系统解决了现有取证工具的局限性，这些工具通常是为静态图像设计的。GIFGuard 采用时空自适应残差编码器 (STARE) 进行鲁棒水印嵌入，以及深度完整性恢复解码器 (DIRD) 进行准确提取，即使在存在大量面部操纵的情况下也能实现。该项目还包括创建 GIFfaces，一个用于 GIF 主动取证研究的新大型数据集。 AI

影响 引入了一种检测动画 GIF 中深度伪造的新方法，可能提高内容真实性验证。

排序理由 学术论文，介绍了一种用于 GIF 深度伪造检测的新方法和数据集。

在 arXiv cs.CV 阅读 →

AI 生成摘要 · Google Gemini · 来自 3 个来源。 我们如何撰写摘要 →

GIFGuard 引入时空水印检测 GIF 中的深度伪造

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学术论文，介绍了一种用于 GIF 深度伪造检测的新方法和数据集。
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报道来源 [3]

  1. Hugging Face Daily Papers TIER_1 English(EN) ·

    GIFGuard：通过时空水印主动取证防御GIF中的Deepfakes

    The rapid evolution of deepfake technology poses an unprecedented threat to the authenticity of Graphics Interchange Format (GIF) imagery, which serves as a representative of short-loop temporal media in social networks. However, existing proactive forensics works are designed fo…

  2. arXiv cs.CV TIER_1 English(EN) · Shupeng Che, Zhiqing Guo, Changtao Miao, Dan Ma, Gaobo Yang ·

    GIFGuard：通过时空水印主动取证防御GIF中的深度伪造人脸

    arXiv:2604.26519v1 Announce Type: new Abstract: The rapid evolution of deepfake technology poses an unprecedented threat to the authenticity of Graphics Interchange Format (GIF) imagery, which serves as a representative of short-loop temporal media in social networks. However, ex…

  3. arXiv cs.CV TIER_1 English(EN) · Gaobo Yang ·

    GIFGuard：通过时空水印主动取证防御GIF中的深度伪造人脸

    The rapid evolution of deepfake technology poses an unprecedented threat to the authenticity of Graphics Interchange Format (GIF) imagery, which serves as a representative of short-loop temporal media in social networks. However, existing proactive forensics works are designed fo…

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