Huazhu Fu - Böcker
Federated Learning for Medical Imaging
Principles, Algorithms, and Applications
1 377 kr
Skickas inom 7-10 vardagar
Federated Learning for Medical Imaging: Principles, Algorithms, and Applications gives a deep understanding of the technology of federated learning (FL), the architecture of a federated system, and the algorithms for FL. It shows how FL allows multiple medical institutes to collaboratively train and use a precise machine learning (ML) model without sharing private medical data via practical implantation guidance. The book includes real-world case studies and applications of FL, demonstrating how this technology can be used to solve complex problems in medical imaging. The book also provides an understanding of the challenges and limitations of FL for medical imaging, including issues related to data and device heterogeneity, privacy concerns, synchronization and communication, etc.This book is a complete resource for computer scientists and engineers, as well as clinicians and medical care policy makers, wanting to learn about the application of federated learning to medical imaging.
Presents the specific challenges in developing and deploying FL to medical imagingExplains the tools for developing or using FLPresents the state-of-the-art algorithms in the field with open source software on GithubGives insight into potential issues and solutions of building FL infrastructures for real-world applicationInforms researchers on the future research challenges of building real-world FL applicationsOphthalmic Medical Image Analysis
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Skickas inom 10-15 vardagar
Ophthalmic Medical Image Analysis
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Ophthalmic Medical Image Analysis
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Ophthalmic Medical Image Analysis
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Skickas inom 10-15 vardagar
Resource-Efficient Medical Image Analysis
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Skickas inom 7-10 vardagar
Medical Image Computing and Computer Assisted Intervention – MICCAI 2023 Workshops
MTSAIL 2023, LEAF 2023, AI4Treat 2023, MMMI 2023, REMIA 2023, Held in Conjunction with MICCAI 2023, Vancouver, BC, Canada, October 8–12, 2023, Proceedings
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Skickas inom 7-10 vardagar
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Skickas inom 10-15 vardagar