PREPROCESSING AND REGISTRATION OF MINISCOPE-BASED CALCIUM IMAGING OF THE RODENT BRAIN

Microscopic imaging is central to the brain and cognition studies in animals and often requires advanced image processing. In vivo recordings on awake behaving animals require stabilization of the images as the tissue in the images undergoes non-rigid deformations due to animal movement, pulse beat...

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Main Authors: T. B. Sagindykov, A. R. Brazhe, D. V. Sorokin
Format: Article
Language:English
Published: Copernicus Publications 2019-05-01
Series:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-2-W12/185/2019/isprs-archives-XLII-2-W12-185-2019.pdf
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spelling doaj-1d06ba3931984087badfaec4d57389ea2020-11-24T21:52:14ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342019-05-01XLII-2-W1218518810.5194/isprs-archives-XLII-2-W12-185-2019PREPROCESSING AND REGISTRATION OF MINISCOPE-BASED CALCIUM IMAGING OF THE RODENT BRAINT. B. Sagindykov0A. R. Brazhe1D. V. Sorokin2Laboratory of Mathematical Methods of Image Processing, Faculty of Computational Mathematics and Cybernetics, Lomonosov Moscow State University, Moscow, RussiaDepartment of Biophysics, Faculty of Biology, Lomonosov Moscow State University, Moscow, RussiaLaboratory of Mathematical Methods of Image Processing, Faculty of Computational Mathematics and Cybernetics, Lomonosov Moscow State University, Moscow, RussiaMicroscopic imaging is central to the brain and cognition studies in animals and often requires advanced image processing. In vivo recordings on awake behaving animals require stabilization of the images as the tissue in the images undergoes non-rigid deformations due to animal movement, pulse beat and breathing of the animal. Here we propose an approach to compensation for the tissue motion in calcium imaging data acquired with miniaturized wearable microscopes (miniscopes) from live rodent brains. Our approach includes preprocessing of the images in which we compensate for non-uniform illumination, remove calcium transients and instrument-specific noise. For image registration we use the multiscale mutual information based non-rigid algorithm with B-spline transformation model. We present the preliminary results of such motion compensation approach applied to the real miniscope image stacks.https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-2-W12/185/2019/isprs-archives-XLII-2-W12-185-2019.pdf
collection DOAJ
language English
format Article
sources DOAJ
author T. B. Sagindykov
A. R. Brazhe
D. V. Sorokin
spellingShingle T. B. Sagindykov
A. R. Brazhe
D. V. Sorokin
PREPROCESSING AND REGISTRATION OF MINISCOPE-BASED CALCIUM IMAGING OF THE RODENT BRAIN
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
author_facet T. B. Sagindykov
A. R. Brazhe
D. V. Sorokin
author_sort T. B. Sagindykov
title PREPROCESSING AND REGISTRATION OF MINISCOPE-BASED CALCIUM IMAGING OF THE RODENT BRAIN
title_short PREPROCESSING AND REGISTRATION OF MINISCOPE-BASED CALCIUM IMAGING OF THE RODENT BRAIN
title_full PREPROCESSING AND REGISTRATION OF MINISCOPE-BASED CALCIUM IMAGING OF THE RODENT BRAIN
title_fullStr PREPROCESSING AND REGISTRATION OF MINISCOPE-BASED CALCIUM IMAGING OF THE RODENT BRAIN
title_full_unstemmed PREPROCESSING AND REGISTRATION OF MINISCOPE-BASED CALCIUM IMAGING OF THE RODENT BRAIN
title_sort preprocessing and registration of miniscope-based calcium imaging of the rodent brain
publisher Copernicus Publications
series The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
issn 1682-1750
2194-9034
publishDate 2019-05-01
description Microscopic imaging is central to the brain and cognition studies in animals and often requires advanced image processing. In vivo recordings on awake behaving animals require stabilization of the images as the tissue in the images undergoes non-rigid deformations due to animal movement, pulse beat and breathing of the animal. Here we propose an approach to compensation for the tissue motion in calcium imaging data acquired with miniaturized wearable microscopes (miniscopes) from live rodent brains. Our approach includes preprocessing of the images in which we compensate for non-uniform illumination, remove calcium transients and instrument-specific noise. For image registration we use the multiscale mutual information based non-rigid algorithm with B-spline transformation model. We present the preliminary results of such motion compensation approach applied to the real miniscope image stacks.
url https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-2-W12/185/2019/isprs-archives-XLII-2-W12-185-2019.pdf
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AT arbrazhe preprocessingandregistrationofminiscopebasedcalciumimagingoftherodentbrain
AT dvsorokin preprocessingandregistrationofminiscopebasedcalciumimagingoftherodentbrain
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