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Automated Segmentation of Torn Frames using the Graph Cuts Technique

机译:使用图割技术自动分割残缺帧

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Film Tear is a form of degradation in archived film and is the physical ripping of the film material. Tear causes displacement of a region of the degraded frame and the loss of image data along the boundary of tear. In [1], a restoration algorithm was proposed to correct the displacement in the frame introduced by the tear by estimating the global motion of the 2 regions either side of the tear. However, the algorithm depended on a user-defined segmentation to divide the frame. This paper presents a new fully-automated segmentation algorithm which divides affected frames along the tear. The algorithm employs the graph cuts optimisation technique and uses temporal intensity differences, rather than spatial gradient, to describe the boundary properties of the segmentation. Segmentations produced with the proposed algorithm agree well with the perceived correct segmentation.
机译:胶片撕裂是存档胶片降解的一种形式,是胶片材料的物理撕裂。撕裂会导致退化帧区域的位移,并导致沿撕裂边界的图像数据丢失。在[1]中,提出了一种恢复算法,通过估计泪液两侧的两个区域的整体运动来校正由泪液引入的框架中的位移。但是,该算法依赖于用户定义的分割来划分帧。本文提出了一种新的全自动分割算法,该算法沿泪液分割受影响的帧。该算法采用图割优化技术,并使用时间强度差异而不是空间梯度来描述分割的边界属性。用提出的算法产生的分割与感知的正确分割非常吻合。

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