通过微弱噪声光照编码,为视频添加难以伪造的时序水印。
Noise-Coded Illumination for Forensic and Photometric Video Analysis
- 在场景光照中嵌入细微噪声信号,生成可追溯的视频水印。
- 即使攻击者知晓技术存在,伪造也需解决更难的逆向生成问题。
- 适合高风险场景如公开活动、访谈,保护不可控摄像头拍摄内容。
视频篡改工具的普及引发了一场真假对抗的军备竞赛,而造假者始终占据优势,因为他们能自由获取真实视频的数据分布。本文提出,在场景照明中嵌入极其细微的噪声式调制,以此建立信息不对称,增强视频真实性验证能力。该方法为任意在编码光照下录制的视频添加了时间水印,水印内容是仅由编码光照照亮的原始场景图像。即便攻击者知道此技术被使用,生成一个看似真实的伪造视频,仍需解决一个信息劣势下的更复杂逆向生成问题。这一策略为公共事件和采访等高风险场景提供了有效防护,尤其适用于照明可控但摄像设备不可控的情况。
原文摘要 · Abstract (English)
The proliferation of advanced tools for manipulating video has led to an arms race, pitting those who wish to sow disinformation against those who want to detect and expose it. Unfortunately, time favors the ill-intentioned in this race, with fake videos growing increasingly difficult to distinguish from real ones. At the root of this trend is a fundamental advantage held by those manipulating media: equal access to a distribution of what we consider authentic (i.e., "natural") video. In this paper, we show how coding very subtle, noise-like modulations into the illumination of a scene can help combat this advantage by creating an information asymmetry that favors verification. Our approach effectively adds a temporal watermark to any video recorded under coded illumination. However, rather than encoding a specific message, this watermark encodes an image of the unmanipulated scene as it would appear lit only by the coded illumination. We show that even when an adversary knows that our technique is being used, creating a plausible coded fake video amounts to solving a second, more difficult version of the original adversarial content creation problem at an information disadvantage. This is a promising avenue for protecting high-stakes settings like public events and interviews, where the content on display is a likely target for manipulation, and while the illumination can be controlled, the cameras capturing video cannot.
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