Literature DB >> 30425827

Centroid tracking and velocity measurement of white blood cell in video.

Mohamed Maher Ata1, Amira S Ashour2, Yanhui Guo3, Mustafa M Abd Elnaby2.   

Abstract

Automated blood cells tracking system has a vital role as the tracking process reflects the blood cell characteristics and indicates several diseases. Blood cells tracking is challenging due to the non-rigid shapes of the blood cells, and the variability in their videos along with the existence of different moving objects in the blood. To tackle such challenges, we proposed a green star based centroid (GSBC) moving white blood cell (WBC) tracking algorithm to measure its velocity and draw its trajectory. The proposed cell tracking system consists of two stages, namely WBC detection and blob analysis, and fine tuning the tracking process by determine the centroid of the WBC, and mark the centroid for further fine tracking and to exclude the bacteria from the bounding box. Furthermore, the speed and the trajectory of the WBC motion are recorded and plotted. In the experiments, an optical flow technique is compared with the proposed tracking system showing the superiority of the proposed system as the optical flow method failed to track the WBC. The proposed system identified the WBC accurately, while the optical flow identified all other objects lead to its disability to track the WBC.

Keywords:  Blob analysis; Cell detection; Tracking system; Trajectory analysis; Velocity measurements; Video processing; White blood cell

Year:  2018        PMID: 30425827      PMCID: PMC6212371          DOI: 10.1007/s13755-018-0060-2

Source DB:  PubMed          Journal:  Health Inf Sci Syst        ISSN: 2047-2501


  10 in total

1.  Capillary flow and diameter changes during reperfusion after global cerebral ischemia studied by intravital video microscopy.

Authors:  Erik F Hauck; Sebastian Apostel; Julie F Hoffmann; Axel Heimann; Oliver Kempski
Journal:  J Cereb Blood Flow Metab       Date:  2004-04       Impact factor: 6.200

2.  ViBe: a universal background subtraction algorithm for video sequences.

Authors:  Olivier Barnich; Marc Van Droogenbroeck
Journal:  IEEE Trans Image Process       Date:  2010-12-23       Impact factor: 10.856

3.  Bayesian modeling of dynamic scenes for object detection.

Authors:  Yaser Sheikh; Mubarak Shah
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2005-11       Impact factor: 6.226

4.  Feature point tracking and trajectory analysis for video imaging in cell biology.

Authors:  I F Sbalzarini; P Koumoutsakos
Journal:  J Struct Biol       Date:  2005-08       Impact factor: 2.867

5.  An automated method for analysis of flow characteristics of circulating particles from in vivo video microscopy.

Authors:  Eran Eden; Dan Waisman; Michael Rudzsky; Haim Bitterman; Vera Brod; Ehud Rivlin
Journal:  IEEE Trans Med Imaging       Date:  2005-08       Impact factor: 10.048

6.  Measuring microlymphatic flow using fast video microscopy.

Authors:  J Brandon Dixon; David C Zawieja; Anatoliy A Gashev; Gerard L Coté
Journal:  J Biomed Opt       Date:  2005 Nov-Dec       Impact factor: 3.170

7.  In vivo measurement of gene expression, angiogenesis and physiological function in tumors using multiphoton laser scanning microscopy.

Authors:  E B Brown; R B Campbell; Y Tsuzuki; L Xu; P Carmeliet; D Fukumura; R K Jain
Journal:  Nat Med       Date:  2001-07       Impact factor: 53.440

8.  Measurement of cochlear blood flow: intravital fluorescence microscopy.

Authors:  J Prazma; V N Carrasco; C G Garrett; H C Pillsbury
Journal:  Hear Res       Date:  1989-11       Impact factor: 3.208

9.  Caveolar endocytosis of simian virus 40 reveals a new two-step vesicular-transport pathway to the ER.

Authors:  L Pelkmans; J Kartenbeck; A Helenius
Journal:  Nat Cell Biol       Date:  2001-05       Impact factor: 28.824

10.  Measuring the velocity of fluorescently labelled red blood cells with a keyhole tracking algorithm.

Authors:  C C Reyes-Aldasoro; S Akerman; G M Tozer
Journal:  J Microsc       Date:  2008-01       Impact factor: 1.758

  10 in total
  1 in total

1.  Guest Editorial: Special issue on "Application of artificial intelligence in health research".

Authors:  Siuly Siuly; Xiangliang Zhang
Journal:  Health Inf Sci Syst       Date:  2019-12-06
  1 in total

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