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This Open Access textbook provides students and researchers in the
life sciences with essential practical information on how to
quantitatively analyze data images. It refrains from focusing on
theory, and instead uses practical examples and step-by step
protocols to familiarize readers with the most commonly used image
processing and analysis platforms such as ImageJ, MatLab and
Python. Besides gaining knowhow on algorithm usage, readers will
learn how to create an analysis pipeline by scripting language;
these skills are important in order to document reproducible image
analysis workflows. The textbook is chiefly intended for advanced
undergraduates in the life sciences and biomedicine without a
theoretical background in data analysis, as well as for postdocs,
staff scientists and faculty members who need to perform regular
quantitative analyses of microscopy images.
This open access textbook aims at providing detailed explanations
on how to design and construct image analysis workflows to
successfully conduct bioimage analysis. Addressing the main
challenges in image data analysis, where acquisition by powerful
imaging devices results in very large amounts of collected image
data, the book discusses techniques relying on batch and GPU
programming, as well as on powerful deep learning-based algorithms.
In addition, downstream data processing techniques are introduced,
such as Python libraries for data organization, plotting, and
visualizations. Finally, by studying the way individual unique
ideas are implemented in the workflows, readers are carefully
guided through how the parameters driving biological systems are
revealed by analyzing image data. These studies include
segmentation of plant tissue epidermis, analysis of the spatial
pattern of the eye development in fruit flies, and the analysis of
collective cell migration dynamics. The presented content extends
the Bioimage Data Analysis Workflows textbook (Miura, Sladoje,
2020), published in this same series, with new contributions and
advanced material, while preserving the well-appreciated
pedagogical approach adopted and promoted during the training
schools for bioimage analysis organized within NEUBIAS - the
Network of European Bioimage Analysts. This textbook is intended
for advanced students in various fields of the life sciences and
biomedicine, as well as staff scientists and faculty members who
conduct regular quantitative analyses of microscopy images.
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Discrete Geometry and Mathematical Morphology - First International Joint Conference, DGMM 2021, Uppsala, Sweden, May 24-27, 2021, Proceedings (Paperback, 1st ed. 2021)
Joakim Lindblad, Filip Malmberg, Natasa Sladoje
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R1,621
Discovery Miles 16 210
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Ships in 10 - 15 working days
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This book constitutes the proceedings of the First IAPR
International Conference on Discrete Geometry and Mathematical
Morphology, DGMM 2021, which was held during May 24-27, 2021, in
Uppsala, Sweden.The conference was created by joining the
International Conference on Discrete Geometry for computer Imagery,
DGCI, with the International Symposium on Mathematical Morphology,
ISMM. The 36 papers included in this volume were carefully reviewed
and selected from 59 submissions. They were organized in topical
sections as follows: applications in image processing, computer
vision, and pattern recognition; discrete and combinatorial
topology; discrete geometry - models, transforms, visualization;
discrete tomography and inverse problems; hierarchical and
graph-based models, analysis and segmentation; learning-based
approaches to mathematical morphology; multivariate and PDE-based
mathematical morphology, morphological filtering. The book also
contains 3 invited keynote papers.
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Combinatorial Image Analysis - 20th International Workshop, IWCIA 2020, Novi Sad, Serbia, July 16-18, 2020, Proceedings (Paperback, 1st ed. 2020)
Tibor Lukic, Reneta P. Barneva, Valentin E. Brimkov, Lidija Comic, Natasa Sladoje
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R1,540
Discovery Miles 15 400
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Ships in 10 - 15 working days
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This book constitutes the refereed proceedings of the 20th
International Workshop on Combinatorial Image Analysis, IWCIA 2020,
held in Novi Sad, Serbia, in July 2020. The 20 full papers
presented were carefully reviewed and selected from 23 submissions.
The papers are grouped into two sections. The first one includes
twelve papers devoted to theoretical foundations of combinatorial
image analysis, including digital geometry and topology, array
grammars, picture languages, digital tomography, and other
technical tools for image analysis. The second part includes eight
papers presenting application-driven research on topics such as
image repairing, annotation of images, image reconstruction,
forgery detection, and dealing with noise in images.
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