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Image processing and recognition for biological images
This paper reviews image processing and pattern recognition techniques, which will be useful to analyze bioimages. Although this paper does not provide their technical details, it will be possible to grasp their main tasks and typical tools to handle the tasks. Image processing is a large research a...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Blackwell Publishing Ltd
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3746120/ https://www.ncbi.nlm.nih.gov/pubmed/23560739 http://dx.doi.org/10.1111/dgd.12054 |
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author | Uchida, Seiichi |
author_facet | Uchida, Seiichi |
author_sort | Uchida, Seiichi |
collection | PubMed |
description | This paper reviews image processing and pattern recognition techniques, which will be useful to analyze bioimages. Although this paper does not provide their technical details, it will be possible to grasp their main tasks and typical tools to handle the tasks. Image processing is a large research area to improve the visibility of an input image and acquire some valuable information from it. As the main tasks of image processing, this paper introduces gray-level transformation, binarization, image filtering, image segmentation, visual object tracking, optical flow and image registration. Image pattern recognition is the technique to classify an input image into one of the predefined classes and also has a large research area. This paper overviews its two main modules, that is, feature extraction module and classification module. Throughout the paper, it will be emphasized that bioimage is a very difficult target for even state-of-the-art image processing and pattern recognition techniques due to noises, deformations, etc. This paper is expected to be one tutorial guide to bridge biology and image processing researchers for their further collaboration to tackle such a difficult target. |
format | Online Article Text |
id | pubmed-3746120 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Blackwell Publishing Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-37461202013-08-20 Image processing and recognition for biological images Uchida, Seiichi Dev Growth Differ Review Articles This paper reviews image processing and pattern recognition techniques, which will be useful to analyze bioimages. Although this paper does not provide their technical details, it will be possible to grasp their main tasks and typical tools to handle the tasks. Image processing is a large research area to improve the visibility of an input image and acquire some valuable information from it. As the main tasks of image processing, this paper introduces gray-level transformation, binarization, image filtering, image segmentation, visual object tracking, optical flow and image registration. Image pattern recognition is the technique to classify an input image into one of the predefined classes and also has a large research area. This paper overviews its two main modules, that is, feature extraction module and classification module. Throughout the paper, it will be emphasized that bioimage is a very difficult target for even state-of-the-art image processing and pattern recognition techniques due to noises, deformations, etc. This paper is expected to be one tutorial guide to bridge biology and image processing researchers for their further collaboration to tackle such a difficult target. Blackwell Publishing Ltd 2013-05 2013-04-07 /pmc/articles/PMC3746120/ /pubmed/23560739 http://dx.doi.org/10.1111/dgd.12054 Text en © 2013 The Author Development, Growth & Differentiation © 2013 Japanese Society of Developmental Biologists http://creativecommons.org/licenses/by/2.5/ Re-use of this article is permitted in accordance with the Creative Commons Deed, Attribution 2.5, which does not permit commercial exploitation. |
spellingShingle | Review Articles Uchida, Seiichi Image processing and recognition for biological images |
title | Image processing and recognition for biological images |
title_full | Image processing and recognition for biological images |
title_fullStr | Image processing and recognition for biological images |
title_full_unstemmed | Image processing and recognition for biological images |
title_short | Image processing and recognition for biological images |
title_sort | image processing and recognition for biological images |
topic | Review Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3746120/ https://www.ncbi.nlm.nih.gov/pubmed/23560739 http://dx.doi.org/10.1111/dgd.12054 |
work_keys_str_mv | AT uchidaseiichi imageprocessingandrecognitionforbiologicalimages |