期刊全称 | Bioimage Data Analysis Workflows ‒ Advanced Components and Methods | 影响因子2023 | Kota Miura,Nataša Sladoje | 视频video | | 发行地址 | This book is open access, which means that you have free and unlimited access.The book explains computational methods in the context of biological questions.Provides real examples and hands–on experie | 学科分类 | Learning Materials in Biosciences | 图书封面 |  | 影响因子 | .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-apprec | Pindex | Textbook‘‘‘‘‘‘‘‘ 2022 |
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