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Overcome the Brightness and Jitter Noises in Video Inter-Frame Tampering Detection

机译:克服视频帧间篡改检测中的亮度和抖动噪声

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摘要

Digital video forensics plays a vital role in judicial forensics, media reports, e-commerce, finance, and public security. Although many methods have been developed, there is currently no efficient solution to real-life videos with illumination noises and jitter noises. To solve this issue, we propose a detection method that adapts to brightness and jitter for video inter-frame forgery. For videos with severe brightness changes, we relax the brightness constancy constraint and adopt intensity normalization to propose a new optical flow algorithm. For videos with large jitter noises, we introduce motion entropy to detect the jitter and extract the stable feature of texture changes fraction for double-checking. Experimental results show that, compared with previous algorithms, the proposed method is more accurate and robust for videos with significant brightness variance or videos with heavy jitter on public benchmark datasets.
机译:数字视频取证在司法取证,媒体报告,电子商务,金融和公共安全中起着重要作用。虽然已经开发了许多方法,但目前没有有效的解决方案,具有照明噪音和抖动噪音的现实视频。为解决这个问题,我们提出了一种检测方法,适应亮度和抖动的视频间帧伪造。对于具有严重亮度变化的视频,我们会放松亮度恒定约束,采用强度标准化来提出新的光学流量算法。对于具有大抖动噪声的视频,我们引入运动熵以检测抖动并提取纹理变化分数的稳定特征进行双重检查。实验结果表明,与以前的算法相比,该方法对具有显着亮度方差或具有沉重抖动的视频的视频更准确和强大,在公共基准数据集上具有沉重的抖动。

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