Cantitate/Preț
Produs

Machine learning in MRI: From Methods to Clinical Translation: Advances in Magnetic Resonance Technology and Applications, cartea 13

Editat de Ing Thomas Kuestner, Hao Huang, Christian F Baumgartner, Sam Payabavsh
en Limba Engleză Paperback – 31 aug 2025
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.


  • Brings together applied researchers, clinicians and computer scientists to give an interdisciplinary perspective on the methods of machine learning in MRI and their potential clinical translation
  • Gives a clear presentation of the key concepts of machine learning
  • Shows how machine learning methods can be applied to MR image acquisition, MR image reconstruction, MR motion correction, MR image post-processing, and MR image analysis
  • Application chapters show how the methods can translate into medical practice
Citește tot Restrânge

Din seria Advances in Magnetic Resonance Technology and Applications

Preț: 69682 lei

Preț vechi: 73350 lei
-5% Nou

Puncte Express: 1045

Preț estimativ în valută:
13338 14341$ 11119£

Carte nepublicată încă

Doresc să fiu notificat când acest titlu va fi disponibil:

Preluare comenzi: 021 569.72.76

Specificații

ISBN-13: 9780443141096
ISBN-10: 0443141096
Pagini: 375
Dimensiuni: 191 x 235 mm
Editura: ELSEVIER SCIENCE
Seria Advances in Magnetic Resonance Technology and Applications


Cuprins

1. Basics of machine learningTypes of learning: Supervised, self-supervised, semi-supervised, active learning, reinforcement learning
2. MR image acquisitionActive scanning, sequence parameter optimization
3. MR image reconstructionDL reconstruction
4. MR motion correctionPairwise image registration
5. MR image post-processingImage segmentation
6. Generalization and fairnessAI fairness and bias, domain adaptation
7. Publicly available codes, databases and challenges
8. Clinical translation/application(outcome, treatment prediction, patient monitoring, image quality