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Hierarchical Partial Matching and Segmentation of Interacting Cells

机译:交互细胞的分层部分匹配和分段

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We propose a method that automatically tracks and segments living cells in phase-contrast image sequences, especially for cells that deform and interact with each other or clutter. We formulate the problem as a many-to-one elastic partial matching problem between closed curves. We introduce Double Cyclic Dynamic Time Warping for the scenario where a collision event yields a single boundary that encloses multiple touching cells and that needs to be cut into separate cell boundaries. The resulting individual boundaries may consist of segments to be connected to produce closed curves that match well with the individual cell boundaries before the collision event. We show how to convert this partial-curve matching problem into a shortest path problem that we then solve efficiently by reusing the computed shortest path tree. We also use our shortest path algorithm to fill the gaps between the segments of the target curves. Quantitative results demonstrate the benefit of our method by showing maintained accurate recognition of individual cell boundaries across 8068 images containing multiple cell interactions.
机译:我们提出了一种方法,该方法可以自动跟踪和分割相衬图像序列中的活细胞,特别是对于变形和彼此相互作用或杂乱的细胞。我们将该问题表述为闭合曲线之间的多对一弹性局部匹配问题。对于碰撞事件产生单个边界(该边界包围多个触摸单元并需要切成单独的单元边界)的情况,我们引入了双循环动态时间规整。所得的单个边界可能包含要连接的段,以产生与碰撞事件之前的单个单元格边界匹配得很好的闭合曲线。我们展示了如何将此局部曲线匹配问题转换为最短路径问题,然后通过重用计算出的最短路径树来有效地解决该问题。我们还使用最短路径算法来填充目标曲线段之间的间隙。定量结果通过在包含多个细胞相互作用的8068张图像中显示出对单个细胞边界的准确识别,从而证明了我们方法的好处。

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