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Faster Seam Carving for Video Retargeting

机译:更快的接缝雕刻,实现视频重定向

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Video retargeting is to resize a video to a desired resolution or aspect ratio while preserving its salient content without visual distortion. The key to video retargeting is to reconcile spatio-temporal coherence of video frames, and most existing works use seam carving to achieve that by employing the dynamic programming to find optimal seams. However, these methods are too time-consuming due to high computational complexity of the dynamic programming. To this end, we propose a novel method which uses discontinuous and suboptimal seams for seam carving. Concretely, we obtain the discontinuous seams by allowing seams to move freely in homogeneous regions of the frame, which helps preserve the spatio-temporal coherence effectively. Then, the genetic algorithm is employed to find suboptimal seams, so as to reduce computational complexity. Finally, each frame can be retargeted to a new aspect ratio or size by repeatedly carving out seams. Compared to the-state-of-the-art methods, the proposed algorithm achieves comparable results at an average expense of only one third of their running time.
机译:视频重定位是将视频调整为所需的分辨率或宽高比,同时保留其显着内容而无视觉失真。视频重定位的关键是调和视频帧的时空一致性,并且大多数现有的作品都使用接缝雕刻来实现这一点,方法是采用动态编程来找到最佳接缝。然而,由于动态编程的高计算复杂度,这些方法太耗时。为此,我们提出了一种新颖的方法,该方法使用不连续和次优接缝进行接缝雕刻。具体而言,我们通过允许接缝在框架的均匀区域中自由移动来获得不连续接缝,这有助于有效地保留时空的连贯性。然后,采用遗传算法寻找次优接缝,以降低计算复杂度。最终,通过反复雕刻接缝,可以将每个帧重新定位为新的宽高比或尺寸。与最先进的方法相比,该算法以平均运行时间的三分之一消耗了可比的结果。

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