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Medical image recognition, segmentation and parsing : machine learning and multiple object approaches

Author: S Kevin Zhou
Publisher: Amsterdam : Elsevier, [2016] ©2016
Series: Elsevier and MICCAI Society book series.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
This book describes the technical problems and solutions for automatically recognizing and parsing a medical image into multiple objects, structures, or anatomies. It gives all the key methods, including state-of-the-art approaches based on machine learning, for recognizing or detecting, parsing or segmenting, a cohort of anatomical structures from a medical image. You will learn how to: research challenges and  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
(OCoLC)919014709
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: S Kevin Zhou
ISBN: 9780128026762 0128026766
OCLC Number: 932289263
Description: 1 online resource : illustrations.
Contents: Preface Chapter 1 Introduction to Medical Image Recognition and Parsing Chapter 2 Discriminative Anatomy Detection: Classification vs. Regression Chapter 3: Information Theoretic Landmark Detection Chapter 4: Submodular Landmark Detection Chapter 5: Random Forests for Anatomy Recognition Chapter 6: Integrated Detection Network for Multiple Object Recognition Chapter 7: Optimal Graph-Based Method for Multi-Object Segmentation Chapter 8: Parsing of Multiple Organs Using Learning Method and Level Sets Chapter 9: Context Integration for Rapid Multiple Organ Parsing Chapter 10: Multi-Atlas Methods and Label Fusion Chapter 11: Multi-Compartment Segmentation Framework Chapter 12: Deformable Segmentation via Sparse Representation and Dictionary Learning Chapter 13: Simultaneous Nonrigid Registration, Segmentation, and Tumor Detection Chapter 14: Whole Brain Anatomical Structure Parsing Chapter 15: Aortic and Mitral Valve Segmentation Chapter 16: Parsing of Heart, Chambers and Coronary Vessels Chapter 17: Spine Segmentation Chapter 18: Parsing of Rib and Knee Bones Chapter 19: Lymph Node Segmentation Chapter 20: Polyp Segmentation from CT Colonoscopy
Series Title: Elsevier and MICCAI Society book series.
Responsibility: edited by S. Kevin Zhou.

Abstract:

This book describes the technical problems and solutions for automatically recognizing and parsing a medical image into multiple objects, structures, or anatomies. It gives all the key methods, including state-of-the-art approaches based on machine learning, for recognizing or detecting, parsing or segmenting, a cohort of anatomical structures from a medical image. You will learn how to: research challenges and problems in medical image recognition, segmentation and parsing of multiple objects; methods and theories for medical image recognition, segmentation and parsing of multiple objects; efficient and effective machine learning solutions based on big datasets; selected applications of medical image parsing using proven algorithms. --

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