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Bioimage Data Analysis Workflows ‒ Advanced Components and Methods

2022-09-28 Science
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Release : 2022-09-28
Genre : Science
Kind : eBook
Book Rating : 943/5 ( reviews)

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Book Synopsis Bioimage Data Analysis Workflows ‒ Advanced Components and Methods by : Kota Miura

Download or read book Bioimage Data Analysis Workflows ‒ Advanced Components and Methods written by Kota Miura. This book was released on 2022-09-28. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Bioimage Data Analysis Workflows

2019-10-17 Medical
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Release : 2019-10-17
Genre : Medical
Kind : eBook
Book Rating : 868/5 ( reviews)

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Book Synopsis Bioimage Data Analysis Workflows by : Kota Miura

Download or read book Bioimage Data Analysis Workflows written by Kota Miura. This book was released on 2019-10-17. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Bioimage Data Analysis Workflows

2020-10-08 Science
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Release : 2020-10-08
Genre : Science
Kind : eBook
Book Rating : 922/5 ( reviews)

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Book Synopsis Bioimage Data Analysis Workflows by : Natasa Sladoje

Download or read book Bioimage Data Analysis Workflows written by Natasa Sladoje. This book was released on 2020-10-08. Available in PDF, EPUB and Kindle. Book excerpt: 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 work was published by Saint Philip Street Press pursuant to a Creative Commons license permitting commercial use. All rights not granted by the work's license are retained by the author or authors.

Standard and Super-Resolution Bioimaging Data Analysis

2017-10-12 Science
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Release : 2017-10-12
Genre : Science
Kind : eBook
Book Rating : 936/5 ( reviews)

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Book Synopsis Standard and Super-Resolution Bioimaging Data Analysis by : Ann Wheeler

Download or read book Standard and Super-Resolution Bioimaging Data Analysis written by Ann Wheeler. This book was released on 2017-10-12. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive guide to the art and science of bioimaging data acquisition, processing and analysis Standard and Super-Resolution Bioimaging Data Analysis gets newcomers to bioimage data analysis quickly up to speed on the mathematics, statistics, computing hardware and acquisition technologies required to correctly process and document data. The past quarter century has seen remarkable progress in the field of light microscopy for biomedical science, with new imaging technologies coming on the market at an almost annual basis. Most of the data generated by these systems is image-based, and there is a significant increase in the content and throughput of these imaging systems. This, in turn, has resulted in a shift in the literature on biomedical research from descriptive to highly-quantitative. Standard and Super-Resolution Bioimaging Data Analysis satisfies the demand among students and research scientists for introductory guides to the tools for parsing and processing image data. Extremely well illustrated and including numerous examples, it clearly and accessibly explains what image data is and how to process and document it, as well as the current resources and standards in the field. A comprehensive guide to the tools for parsing and processing image data and the resources and industry standards for the biological and biomedical sciences Takes a practical approach to image analysis to assist scientists in ensuring scientific data are robust and reliable Covers fundamental principles in such a way as to give beginners a sound scientific base upon which to build Ideally suited for advanced students having only limited knowledge of the mathematics, statistics and computing required for image data analysis An entry-level text written for students and practitioners in the bioscience community, Standard and Super-Resolution Bioimaging Data Analysis de-mythologises the vast array of image analysis modalities which have come online over the past decade while schooling beginners in bioimaging principles, mathematics, technologies and standards.

Standard and Super-Resolution Bioimaging Data Analysis

2017-10-12 Science
Download Standard and Super-Resolution Bioimaging Data Analysis PDF Online Free

Author :
Release : 2017-10-12
Genre : Science
Kind : eBook
Book Rating : 928/5 ( reviews)

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Book Synopsis Standard and Super-Resolution Bioimaging Data Analysis by : Ann Wheeler

Download or read book Standard and Super-Resolution Bioimaging Data Analysis written by Ann Wheeler. This book was released on 2017-10-12. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive guide to the art and science of bioimaging data acquisition, processing and analysis Standard and Super-Resolution Bioimaging Data Analysis gets newcomers to bioimage data analysis quickly up to speed on the mathematics, statistics, computing hardware and acquisition technologies required to correctly process and document data. The past quarter century has seen remarkable progress in the field of light microscopy for biomedical science, with new imaging technologies coming on the market at an almost annual basis. Most of the data generated by these systems is image-based, and there is a significant increase in the content and throughput of these imaging systems. This, in turn, has resulted in a shift in the literature on biomedical research from descriptive to highly-quantitative. Standard and Super-Resolution Bioimaging Data Analysis satisfies the demand among students and research scientists for introductory guides to the tools for parsing and processing image data. Extremely well illustrated and including numerous examples, it clearly and accessibly explains what image data is and how to process and document it, as well as the current resources and standards in the field. A comprehensive guide to the tools for parsing and processing image data and the resources and industry standards for the biological and biomedical sciences Takes a practical approach to image analysis to assist scientists in ensuring scientific data are robust and reliable Covers fundamental principles in such a way as to give beginners a sound scientific base upon which to build Ideally suited for advanced students having only limited knowledge of the mathematics, statistics and computing required for image data analysis An entry-level text written for students and practitioners in the bioscience community, Standard and Super-Resolution Bioimaging Data Analysis de-mythologises the vast array of image analysis modalities which have come online over the past decade while schooling beginners in bioimaging principles, mathematics, technologies and standards.

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