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Forgery detection of motion compensation interpolated frames based on discontinuity of optical flow

机译:基于光流不连续的运动补偿内插帧的伪造检测

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摘要

Motion Compensated Frame Interpolation (MCFI), a frame-based video operation to increase the motion continuity of low frame rate video, can be adopted by falsifiers for forging high bitrate video or splicing videos with different frame-rates. For existing MCFI detectors, their performance are degraded by stronger video compression, and noise. To deal with this problem, we propose a blind forensics method to detect the adopted MCFI operation. After investigating the synthetic process of interpolated frames, we discover that motion regions of interpolated frames exist some local slight artifacts, causing the optical flow based inter-frame discontinuity. To capture this irregularities introduced by various MCFI techniques, compact features are designed, which are calculated as Temporal Frame Difference-weighted histogram of Local Binary Pattern computed on Optical Flow field (TFD-OFLBP). Meanwhile, Local Inter-block and Edge-block difference Features (LIEF) are further proposed to detect interpolation frames with stable content. Besides, a set of forensics tools are adopted to eliminate the side effects of possible interferences of the scenes change, sudden lighting change, focus vibration, and some original frames with inherent local artifacts. Experimental results on four representative MCFI software and techniques show that the proposed approach outperforms existing MCFI detectors and also with robustness to compression, and noise.
机译:运动补偿帧插值(MCFI),基于帧的视频操作来增加低帧速率视频的运动连续性,伪造者可以采用具有不同帧速率的高比特率视频或拼接视频。对于现有的MCFI探测器,它们的性能通过更强的视频压缩和噪声来降低。要处理这个问题,我们提出了一种盲目的取证方法来检测采用的MCFI操作。在调查内插帧的合成过程之后,我们发现内插帧的运动区域存在一些局部轻微的伪像,从而导致基于光流的帧间间断的不连续性。为了捕获由各种MCFI技术引入的这种不规则性,设计了紧凑的特征,其被计算为在光学流场(TFD-OFLBP)上计算的局部二进制模式的时间帧差异加权直方图。同时,进一步提出了局部块间和边缘差分特征(Lief)以检测具有稳定内容的插值帧。此外,采用一组取证工具来消除可能的场景变化,突然照明变化,聚焦振动和具有固有的当地工件的原始帧的副作用。四个代表性MCFI软件和技术的实验结果表明,该方法优于现有的MCFI探测器,以及对压缩的鲁棒性和噪音。

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