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CellCut: A framework for interactive tracking of protein translocations between cell nucleus and cytoplasm

机译:细胞:细胞核与细胞质之间的蛋白质易位互动跟踪的框架

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We present a framework for interactive tracking of protein translocations between nuclei and cytoplasm of single cells. Initially, we segment selected keyframes using a novel interactive segmentation method, which employs a constrained density weighted Nyström method for eigenvector decomposition, and the geodesic commute distance for pixel classification. Tracking is achieved by both forward and backward propagation from two keyframes using a group of overlapping subwindow segmenters around nuclei and cytoplasm boundaries. Experiments demonstrate that the system is able to track complex cell sequences reasonably well. In combination with efficient interfaces for validation and manual corrections our method will help to speed up the parallel analysis of multiple cells in long time-series.
机译:我们提出了一种框架,用于在单细胞核和细胞质之间的蛋白质易处理的交互式跟踪框架。 最初,我们使用一种新颖的交互式分割方法进行所选关键帧,该方法采用约束密度加权NYSTRö M用于特征向量分解的方法,以及用于像素分类的测地通道距离。 通过使用核和细胞质边界周围的一组重叠的子窗口分段器从两个关键帧的前向和向后传播实现跟踪。 实验表明,该系统能够合理地跟踪复杂的细胞序列。 结合有效接口进行验证和手动校正,我们的方法将有助于在长时间系列中加快多个单元的并行分析。

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