New Methods to Improve Large-Scale Microscopy Image Analysis with Prior Knowledge and Uncertainty
Multidimensional imaging techniques provide powerful ways to examine various kinds of scientific questions. The routinely produced data sets in the terabyte-range, however, can hardly be analyzed manually and require an extensive use of automated image analysis. The present work introduces a new con...
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| المؤلف الرئيسي: | |
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| التنسيق: | Online |
| اللغة: | الإنجليزية |
| منشور في: |
KIT Scientific Publishing
2021
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| الموضوعات: | |
| الوصول للمادة أونلاين: | 34963 |
| الوسوم: |
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| _version_ | 1869521638970621952 |
|---|---|
| author | Stegmaier, Johannes |
| author_browse | Stegmaier, Johannes |
| author_facet | Stegmaier, Johannes |
| author_sort | Stegmaier, Johannes |
| collection | Directory of Open Access Books |
| description | Multidimensional imaging techniques provide powerful ways to examine various kinds of scientific questions. The routinely produced data sets in the terabyte-range, however, can hardly be analyzed manually and require an extensive use of automated image analysis. The present work introduces a new concept for the estimation and propagation of uncertainty involved in image analysis operators and new segmentation algorithms that are suitable for terabyte-scale analyses of 3D+t microscopy images. |
| format | Online |
| id | doab-20.500.12854ir-54603 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2021 |
| publishDateRange | 2021 |
| publishDateSort | 2021 |
| publisher | KIT Scientific Publishing |
| publisherStr | KIT Scientific Publishing |
| record_format | ojs |
| spelling | doab-20.500.12854ir-546032023-12-20T18:40:46Z New Methods to Improve Large-Scale Microscopy Image Analysis with Prior Knowledge and Uncertainty Stegmaier, Johannes QA75.5-76.95 3D Bildanalyse Algorithms Software3D Image Analysis Algorithmen Data Mining Entwicklungsbiologie Software Developmental Biology bic Book Industry Communication::U Computing & information technology::UY Computer science Multidimensional imaging techniques provide powerful ways to examine various kinds of scientific questions. The routinely produced data sets in the terabyte-range, however, can hardly be analyzed manually and require an extensive use of automated image analysis. The present work introduces a new concept for the estimation and propagation of uncertainty involved in image analysis operators and new segmentation algorithms that are suitable for terabyte-scale analyses of 3D+t microscopy images. 2021-02-11T20:55:58Z 2021-02-11T20:55:58Z 2019-07-30 20:01:59 2017 book 34963 9783731505907 https://directory.doabooks.org/handle/20.500.12854/54603 eng image/jpeg Attribution-ShareAlike 4.0 International https://www.ksp.kit.edu/9783731505907 KIT Scientific Publishing 10.5445/KSP/1000060221 10.5445/KSP/1000060221 68fffc18-8f7b-44fa-ac7e-0b7d7d979bd2 9783731505907 XII, 243 p. open access |
| spellingShingle | QA75.5-76.95 3D Bildanalyse Algorithms Software3D Image Analysis Algorithmen Data Mining Entwicklungsbiologie Software Developmental Biology bic Book Industry Communication::U Computing & information technology::UY Computer science Stegmaier, Johannes New Methods to Improve Large-Scale Microscopy Image Analysis with Prior Knowledge and Uncertainty |
| title | New Methods to Improve Large-Scale Microscopy Image Analysis with Prior Knowledge and Uncertainty |
| title_full | New Methods to Improve Large-Scale Microscopy Image Analysis with Prior Knowledge and Uncertainty |
| title_fullStr | New Methods to Improve Large-Scale Microscopy Image Analysis with Prior Knowledge and Uncertainty |
| title_full_unstemmed | New Methods to Improve Large-Scale Microscopy Image Analysis with Prior Knowledge and Uncertainty |
| title_short | New Methods to Improve Large-Scale Microscopy Image Analysis with Prior Knowledge and Uncertainty |
| title_sort | new methods to improve large scale microscopy image analysis with prior knowledge and uncertainty |
| topic | QA75.5-76.95 3D Bildanalyse Algorithms Software3D Image Analysis Algorithmen Data Mining Entwicklungsbiologie Software Developmental Biology bic Book Industry Communication::U Computing & information technology::UY Computer science |
| topic_facet | QA75.5-76.95 3D Bildanalyse Algorithms Software3D Image Analysis Algorithmen Data Mining Entwicklungsbiologie Software Developmental Biology bic Book Industry Communication::U Computing & information technology::UY Computer science |
| url | 34963 |
| work_keys_str_mv | AT stegmaierjohannes newmethodstoimprovelargescalemicroscopyimageanalysiswithpriorknowledgeanduncertainty |