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通过定制的块匹配算法对色素细胞进行自动旋转速率跟踪。

Automated rotation rate tracking of pigmented cells by a customized block-matching algorithm.

作者信息

Zhang Guanglie, Ouyang Mengxing, Mai John, Li Wen Jung, Liu Wing Keung

机构信息

City University of Hong Kong, Dept. MBE, Kowloon Tong, Hong Kong.

出版信息

J Lab Autom. 2013 Apr;18(2):161-70. doi: 10.1177/2211068212468582. Epub 2012 Nov 27.

DOI:10.1177/2211068212468582
PMID:23190791
Abstract

This article describes an automated rotation rate tracking algorithm for pigmented cells that undergo rotation in a dielectrophoretic (DEP) force field. In a completely automated process, we preprocess each frame of a video sequence, then analyze the sequence frame by frame using a rotating-circle template with a block-matching algorithm, and finally estimate the rotation rate of the pigmented cells using a pixel-patch correlation. The algorithm has been demonstrated to accurately calculate the DEP-induced rotation rate of the cell up to 250 rpm. Cell rotation rates in various DEP force fields (i.e., by varying the applied voltages, frequencies, and waveforms to induce different force fields) were analyzed using this automated algorithm and reported in this article. Most importantly, the algorithm is accurate even when the cells have simultaneous translational and rotational motions across the video image sequence. Also, the algorithm is capable of tracking changes in rotation speed over a long period of time (90 s) by stably analyzing a massive data set of video image frames.

摘要

本文描述了一种用于在介电泳(DEP)力场中发生旋转的色素细胞的自动旋转速率跟踪算法。在一个完全自动化的过程中,我们对视频序列的每一帧进行预处理,然后使用具有块匹配算法的旋转圆模板逐帧分析该序列,最后使用像素块相关性估计色素细胞的旋转速率。该算法已被证明能够准确计算细胞在高达250转/分钟的DEP诱导旋转速率。使用这种自动算法分析了各种DEP力场中的细胞旋转速率(即通过改变施加的电压、频率和波形来诱导不同的力场),并在本文中进行了报道。最重要的是,即使细胞在视频图像序列中同时进行平移和旋转运动,该算法也能保持准确。此外,该算法能够通过稳定分析大量视频图像帧数据集来跟踪长时间(90秒)内的旋转速度变化。

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Determination of Dielectric Properties of Cells using AC Electrokinetic-based Microfluidic Platform: A Review of Recent Advances.基于交流电动微流控平台的细胞介电特性测定:近期进展综述
Micromachines (Basel). 2020 May 19;11(5):513. doi: 10.3390/mi11050513.
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Determination of the Three-Dimensional Rate of Cancer Cell Rotation in an Optically-Induced Electrokinetics Chip Using an Optical Flow Algorithm.使用光流算法测定光诱导电动芯片中癌细胞的三维旋转速率
Micromachines (Basel). 2018 Mar 8;9(3):118. doi: 10.3390/mi9030118.
3
Accurate Extraction of the Self-Rotational Speed for Cells in an Electrokinetics Force Field by an Image Matching Algorithm.
基于图像匹配算法的电动学力场中细胞自旋转速度的精确提取
Micromachines (Basel). 2017 Sep 18;8(9):282. doi: 10.3390/mi8090282.
4
Distinctive translational and self-rotational motion of lymphoma cells in an optically induced non-rotational alternating current electric field.淋巴瘤细胞在光诱导的非旋转交流电场中具有独特的平移和自转运动。
Biomicrofluidics. 2015 Feb 18;9(1):014121. doi: 10.1063/1.4913365. eCollection 2015 Jan.
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Inducing self-rotation of cells with natural and artificial melanin in a linearly polarized alternating current electric field.在直线偏振交流电场中诱导具有天然和人工黑色素的细胞自旋转。
Biomicrofluidics. 2013 Oct 3;7(5):54112. doi: 10.1063/1.4821169. eCollection 2013.