
Recent Advances in Breast Imaging, Mammography, and Computer-Aided Diagnosis of Breast Cancer
- English
- PDF
- Available on iOS & Android
Recent Advances in Breast Imaging, Mammography, and Computer-Aided Diagnosis of Breast Cancer
About this book
Breast cancer is the most common type of cancer found in women worldwide; approximately 10% of women are confronted with breast cancer in their lives. Breast cancer can be most efficiently treated if detected at an early stage. This book focuses primarily on the application of computer vision for early lesion identification in mammograms and breast-imaging volumes through computer-aided diagnostics (CAD). Color illustrations are included in the text, and an accompanying CD-ROM contains other full-color images. The book is divided into four parts. In Part I, the anatomic, histopathologic, and mammographic views of the breast are examined, and the physics for different breast-imaging modalities are presented. Part II presents techniques for lesion and mass detection, and computer-aided diagnosis. Part III discusses the applications of different computer-vision fields in breast-image registration, and performance evaluation for breast CAD techniques is discussed in Part IV.
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Information
Table of contents
- Contents
- List of Contributors
- Preface
- Acknowledgments
- Chapter 1 The Subgross Morphology of Normal and Pathplogically Altered Breast Tissue
- Chapter 2 Fundamentals of Achieving Functional and Anatomical Imaging with Breast MRI: Physical and Clinical Concepts
- Chapter 3 An Indexed Atlas of Digital Mammograms for Computer-Aided Diagnosis of Breast Cancer
- Chapter 4 Genetic Algorithms in CAD Mammography
- Chapter 5 Mammographic Mass Detection by Robust Learning Algorithms
- Chapter 6 Analysis of Bilateral Asymmetry in Mammograms via Directional Filtering with Gabor Wavelets
- Chapter 7 Support Vector Machines in CAD Mammography
- Chapter 8 A Weighted Gaussian Mixture Model with Markov Random Fields and Adapative Expert Combination Strategy for Segmenting Masses in Mammaograms
- Chapter 9 Detection of Microcalcifications in Mammograms
- Chapter 10 Using Computational Intelligence for Computer-Aided Diagnosis of Screen-Film Mammograms
- Chapter 11 New Approach for Breast Skin-Line Estimation in Mammograms
- Chapter 12 Computerized Mass Detection for Digital Breast Tomosynthesis
- Chapter 13 Breast-Imaging Registration: A Review
- Chapter 14 A Mommographic Registration Framework Based on Anatomical Linear Stuctures
- Chapter 15 AMDI: Indexed Atlas of Digital Mammograms that INtegrates Case Studes, E-Learning, and Research Systems via the Web
- Chapter 16 Detection, Characterization, and Visualization of Breast Cancer Using 3D Ultrasound Images
- Chapter 17 Computer-Aided Diagnosis for 2D/3D Breast Ultrasound
- Chapter 18 Automatic Pectoral Muscle Segmentation on Mediolateral Oblique View Mammograms
- Chapter 19 Performance Evaluation of CADe Algorithms in Mammography
- Chapter 20 A Simple Method for Automatically Locating the Nipple on Mammograms
- Chapter 21 Algorithms for Segmenting Small Low-Contrast Objects in Images
- Chapter 22 Computer-Aided Diagnosis of Breast Cancer in MR Imaging
- Chapter 23 Review on Real-Time Magnetic Resonance Gad-Enhanced Breast Lesion Characterization
- Chapter 24 Breast MRI Computer-Aided Diagnosis Systems
- Chapter 25 Automatic Assessment of Mammogram Adequacy and Quality
- Chapter 26 Probability Modeling of CAD Systems for Mammography
- Chapter 27 Computer-Aided Diagnosis in Breast Imaging: Where Do We Go After Detection?
- Chapter 28 The Current Status and Likely Future of Breast Imaging CAD
- Index
- Editor Biographies