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Restoring the Invisible Details in Differential Interference Contrast Microscopy Images

机译:恢复微分干涉对比显微图像中的不可见细节

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Automated image restoration in microscopy, especially in Differential Interference Contrast (DIC) imaging modality, has attracted increasing attention since it greatly facilitates living cell analysis. Previous work is able to restore the nuclei of living cells, but it is very challenging to reconstruct the unnoticeable cytoplasm details in DIC images. In this paper, we propose to extract the tiny movement information of living cells in DIC images and reveal the hidden details in DIC images by magnifying the cell's motion as well as attenuating the intensity variation from the background. From our restored images, we can clearly observe the previously-invisible details in DIC images. Experiments on two DIC image datasets demonstrate that the motion-based restoration method can reveal the hidden details of living cells, providing promising results on facilitating cell shape and behavior analysis.
机译:显微镜下的自动图像恢复,特别是在微分干涉对比(DIC)成像方式中,由于其极大地促进了活细胞分析而引起了越来越多的关注。先前的工作能够恢复活细胞的细胞核,但是在DIC图像中重建不明显的细胞质细节非常具有挑战性。在本文中,我们建议提取DIC图像中活细胞的微小运动信息,并通过放大细胞的运动并减弱背景的强度变化来揭示DIC图像中的隐藏细节。从还原的图像中,我们可以清楚地观察DIC图像中以前不可见的细节。在两个DIC图像数据集上进行的实验表明,基于运动的恢复方法可以揭示活细胞的隐藏细节,在促进细胞形状和行为分析方面提供了可喜的结果。

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