Deep Learning And Convolutional Neural Networks For Medical Image Computing

Thảo luận trong 'Học tập' bởi eb2025, 23/5/2024.

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    Deep Learning and Convolutional Neural Networks for Medical Image Computing
    Precision Medicine, High Performance and Large-Scale Datasets
    By: Le Lu
    Publisher:
    Springer
    Print ISBN: 9783319429984, 3319429981
    eText ISBN: 9783319429991, 331942999X
    Copyright year: 2017
    Format: PDF
    Available from $ 129.00 USD
    SKU 9783319429991
    This book presents a detailed review of the state of the art in deep learning approaches for semantic object detection and segmentation in medical image computing, and large-scale radiology database mining. A particular focus is placed on the application of convolutional neural networks, with the theory supported by practical examples. Features: highlights how the use of deep neural networks can address new questions and protocols, as well as improve upon existing challenges in medical image computing; discusses the insightful research experience of Dr. Ronald M. Summers; presents a comprehensive review of the latest research and literature; describes a range of different methods that make use of deep learning for object or landmark detection tasks in 2D and 3D medical imaging; examines a varied selection of techniques for semantic segmentation using deep learning principles in medical imaging; introduces a novel approach to interleaved text and image deep mining on a large-scale radiology image database.
     

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