Machine Learning in MRI: From Methods to Clinical Translation Volume 13
暫譯: MRI中的機器學習:從方法到臨床轉化 第13卷
Kuestner, Thomas, Huang, Hao, F. Baumgartner, Christian
- 出版商: Academic Press
- 出版日期: 2025-12-19
- 售價: $5,190
- 貴賓價: 9.5 折 $4,931
- 語言: 英文
- 頁數: 742
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0443141096
- ISBN-13: 9780443141096
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相關分類:
Machine Learning
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商品描述
Machine Learning in MRI: From Methods to Clinical Translation presents state-of-the-art machine learning methods in magnetic resonance imaging that can shape and impact the future of patient treatment and planning. Common methods and strategies along the processing chain of data acquisition, image reconstruction, image post-processing and image analysis of these imaging modalities are presented and illustrated. The book focuses on applications and anatomies for which machine learning methods can bring, or have already brought, important contributions. Ideas and concepts of how processing could be harmonized and used to provide deployable frameworks that integrate into the clinical workflows are considered. Pitfalls and current limitations are discussed in the context of how they could be overcome to cater for clinical needs.
Machine Learning in MRI: From Methods to Clinical Translation is an ideal reference for medical imaging researchers, industry scientists and engineers, advanced undergraduate and graduate students, and clinicians. By giving an interdisciplinary presentation and discussion on the obstacles and possible solutions for the clinical translation of machine learning methods, this book enables the evolution of machine learning in medical imaging for the next decade.商品描述(中文翻譯)
《磁共振成像中的機器學習:從方法到臨床轉譯》介紹了最先進的機器學習方法在磁共振成像中的應用,這些方法能夠塑造並影響未來的病人治療和規劃。書中展示並說明了在數據獲取、影像重建、影像後處理和影像分析等處理鏈中的常見方法和策略。該書專注於機器學習方法能夠帶來或已經帶來重要貢獻的應用和解剖結構。書中考慮了如何協調處理並用於提供可部署的框架,以整合到臨床工作流程中的想法和概念。書中還討論了在滿足臨床需求的背景下,如何克服當前的陷阱和限制。
《磁共振成像中的機器學習:從方法到臨床轉譯》是醫學影像研究人員、產業科學家和工程師、高級本科生和研究生以及臨床醫生的理想參考書。通過對機器學習方法的臨床轉譯所面臨的障礙和可能解決方案進行跨學科的呈現和討論,這本書促進了未來十年醫學影像中機器學習的發展。