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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Year of Publication: | 2017 |
Language: | English |
Physical Description: | 1 electronic resource (XII, 243 p. p.) |
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100 | 1 | |a Stegmaier, Johannes |4 auth | |
245 | 1 | 0 | |a New Methods to Improve Large-Scale Microscopy Image Analysis with Prior Knowledge and Uncertainty |
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520 | |a 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. | ||
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