Deep Learning in Medical Image Analysis
Recent Advances and Future Trends
Inbunden, Engelska, 2024
Av R. Indrakumari, T. Ganesh Kumar, D. Murugan, Sherimon P.C., India) Indrakumari, R. (Galgotias University, T. Ganesh (Galgotias Uni.) Kumar, India) Murugan, D. (Manonmaniam Sundaranar University
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Fri frakt för medlemmar vid köp för minst 249 kr.This book is designed as a reference text and provides a comprehensive overview of conceptual and practical knowledge about deep learning in medical image processing techniques. The post-pandemic situation teaches us the importance of doctors, medical analysis, and diagnosis of diseases in a rapid manner. This book provides a snapshot of the state of current research between deep learning, medical image processing, and health care with special emphasis on saving human life. The chapters cover a range of advanced technologies related to patient health monitoring, predicting diseases from genomic data, detecting artefactual events in vital signs monitoring data, and managing chronic diseases. This bookDelivers an ideal introduction to image processing in medicine, emphasizing the clinical relevance and special requirements of the fieldPresents key principles by implementing algorithms from scratch and using simple MATLAB®/Octave scripts with image dataProvides an overview of the physics of medical image processing alongside discussing image formats and data storage, intensity transforms, filtering of images and applications of the Fourier transform, three-dimensional spatial transforms, volume rendering, image registration, and tomographic reconstructionHighlights the new potential applications of machine learning techniques to the solution of important problems in biomedical image applicationsThis book is for students, scholars, and professionals of biomedical technology and healthcare data analytics.
Produktinformation
- Utgivningsdatum2024-07-10
 - Mått156 x 234 x 15 mm
 - Vikt453 g
 - FormatInbunden
 - SpråkEngelska
 - SerieArtificial Intelligence in Smart Healthcare Systems
 - Antal sidor186
 - FörlagTaylor & Francis Ltd
 - ISBN9781032379920