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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2019-05-01
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Series: | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
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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 |
work_keys_str_mv |
AT tbsagindykov preprocessingandregistrationofminiscopebasedcalciumimagingoftherodentbrain AT arbrazhe preprocessingandregistrationofminiscopebasedcalciumimagingoftherodentbrain AT dvsorokin preprocessingandregistrationofminiscopebasedcalciumimagingoftherodentbrain |
_version_ |
1725875999268143104 |