The 2022 Russian invasion of Ukraine is being fought on two fronts: a brutal ground war and a duplicitous disinformation campaign designed to conceal and justify Russia's actions. This campaign includes at least one example of a deep-fake video purportedly showing Ukrainian President Zelenskyy admitting defeat and surrendering. In anticipation of future attacks of this form, we describe a facial and gestural behavioral model that captures distinctive characteristics of Zelenskyy's speaking style. Trained on over eight hours of authentic video from four different settings, we show that this behavioral model can distinguish Zelenskyy from deep-fake imposters.This model can play an important role -- particularly during the fog of war -- in distinguishing the real from the fake.
翻译:俄罗斯入侵乌克兰的2022年事件正在两条战线上展开:一场残酷的地面战争和一场旨在掩盖和证明俄罗斯行为的虚假的假情报运动。这场运动包括至少一个据称向乌克兰总统泽伦斯基承认失败和投降的深假视频的例子。我们预见到未来这种形式的攻击,我们描述了一个反映泽伦斯基说话风格独特特征的面部和视觉行为模型。从四个不同的场合训练了8个小时的真实视频,我们展示了这一行为模型可以区分泽伦斯基和深假冒者。这个模型在区分真实和假冒者方面可以发挥重要作用,特别是在战争雾期间。