书目名称 | Cloud-Based Benchmarking of Medical Image Analysis | 编辑 | Allan Hanbury,Henning Müller,Georg Langs | 视频video | | 概述 | Presents innovative, cloud-based medical image analysis benchmarks.Highlights both the basic paradigm of Evaluation-as-a-Service and its application.Appeals to medical imaging researchers as well as d | 图书封面 |  | 描述 | This book is open access under a CC BY-NC 2.5 license..This book presents the VISCERAL project benchmarks for analysis and retrieval of 3D medical images (CT and MRI) on a large scale, which used an innovative cloud-based evaluation approach where the image data were stored centrally on a cloud infrastructure and participants placed their programs in virtual machines on the cloud. The book presents the points of view of both the organizers of the VISCERAL benchmarks and the participants..The book is divided into five parts. Part I presents the cloud-based benchmarking and Evaluation-as-a-Service paradigm that the VISCERAL benchmarks used. Part II focuses on the datasets of medical images annotated with ground truth created in VISCERAL that continue to be available for research. It also covers the practical aspects of obtaining permission to use medical data and manually annotating 3D medical images efficiently and effectively. The VISCERAL benchmarks are described in Part III, including a presentation and analysis of metrics used in evaluation of medical image analysis and search. Lastly, Parts IV and V present reports by some of the participants in the VISCERAL benchmarks, with Pa | 出版日期 | Book‘‘‘‘‘‘‘‘ 2017 | 关键词 | Image Processing; Image Search; Health Informatics; Medical Sciences; Performance Evaluation; Cloud Compu | 版次 | 1 | doi | https://doi.org/10.1007/978-3-319-49644-3 | isbn_softcover | 978-3-319-84207-3 | isbn_ebook | 978-3-319-49644-3 | copyright | The Editor(s) (if applicable) and The Author(s) 2017 |
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