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Computed Tomography : Principles, Design, Artifacts, and Recent Advances

Computed Tomography : Principles, Design, Artifacts, and Recent Advances (Hardcover, 4 Revised edition)

Jiang Hsieh (지은이)
SPIE Press
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Computed Tomography : Principles, Design, Artifacts, and Recent Advances
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책 정보

· 제목 : Computed Tomography : Principles, Design, Artifacts, and Recent Advances (Hardcover, 4 Revised edition) 
· 분류 : 외국도서 > 의학 > 방사선학/핵의학
· ISBN : 9781510646872
· 쪽수 : 786쪽
· 출판일 : 2022-09-30

목차

  • Preface
  • Nomenclature and Abbreviations
  • 1 Introduction
  • 1.1 Conventional X-ray Tomography
  • 1.2 History of Computed Tomography
  • 1.3 Different Generations of CT Scanners
  • 1.4 Problems
  • References
  • 2 Preliminaries
  • 2.1 Mathematics Fundamentals
  • 2.1.1 Fourier transform and convolution
  • 2.1.2 Random variables
  • 2.1.3 Linear algebra
  • 2.2 Fundamentals of X-ray Physics
  • 2.2.1 Production of x rays
  • 2.2.2 Interaction of x rays with matter
  • 2.3 Measurement of Line Integrals and Data Conditioning
  • 2.4 Sampling Geometry and Sinogram
  • 2.5 Artificial Intelligence, Machine Learning, and Deep Learning
  • 2.5.1 Overview of AI development
  • 2.5.2 Neural network structure
  • 2.5.3 Neural network training
  • 2.5.4 Recent advances in DL
  • 2.6 Problems
  • References
  • 3 Image Reconstruction
  • 3.1 Introduction
  • 3.2 Intuitive Approach to Image Reconstruction
  • 3.3 The Fourier Slice Theorem
  • 3.4 The Filtered Backprojection Algorithm
  • 3.4.1 Derivation of the filtered back-projection formula
  • 3.4.2 Computer implementation
  • 3.4.3 Targeted reconstruction
  • 3.5 Fan-Beam Reconstruction
  • 3.5.1 Reconstruction formula for equiangular sampling
  • 3.5.2 Reconstruction formula for equally spaced sampling
  • 3.5.3 Fan-beam to parallel-beam rebinning
  • 3.6 Iterative Reconstruction
  • 3.6.1 Mathematics verses reality
  • 3.6.2 The general approach to iterative reconstruction
  • 3.6.3 Algebraic reconstruction
  • 3.6.4 System modeling process
  • 3.6.5 Optimization algorithms
  • 3.6.6 Image quality benefit of model-based iterative reconstruction
  • 3.6.7 Reconstruction speedup
  • 3.7 Deep Learning–based Reconstruction
  • 3.7.1 General approach
  • 3.7.2 Training dataset selection
  • 3.7.3 Determination of the training dataset size
  • 3.7.4 Examples of DL-based reconstruction
  • 3.8 Problems
  • Reference
  • 4 Image Presentation
  • 4.1 CT Image Display
  • 4.2 Volume Visualization
  • 4.2.1 Multiplanar reformation
  • 4.2.2 MIP, minMIP, and volume rendering
  • 4.2.3 Surface rendering
  • 4.3 Impact of Visualization Tools
  • 4.4 Volume Visualization
  • 4.4.1 Clinical utility
  • 4.4.2 Hardware technologies
  • 4.4.3 File format
  • 4.4.4 Typical 3D printing workflow
  • 4.5 Problems
  • References
  • 5 Key Performance Parameters of the CT Scanner
  • 5.1 High-Contrast Spatial Resolution
  • 5.1.1 In-plane resolution
  • 5.1.2 Slice sensitivity profile
  • 5.2 Low-Contrast Resolution
  • 5.2.1 Factors impacting low-contrast detectability
  • 5.2.2 LCD phantoms
  • 5.2.3 LCD evaluation methodologies
  • 5.3 Temporal Resolution
  • 5.4 CT Number Accuracy and Noise
  • 5.5 Impact of Iterative Reconstruction on Performance Measurement
  • 5.5.1 Performance-metric-based approach
  • 5.5.2 Task-based approach
  • 5.5.3 Surrogate task with clinical data
  • 5.5.4 Surrogate task with nonclinical data
  • 5.6 Performance of the Scanogram
  • 5.7 Problems
  • References
  • 6 Major Components of the CT Scanner
  • 6.1 System Overview
  • 6.2 The X-ray Tube and High-Voltage Generator
  • 6.3 The X-ray Detector and Data-Acquisition Electronics
  • 6.3.1 Direct-conversion gas detector
  • 6.3.2 Indirect-conversion solid-state detector
  • 6.3.3 Direct-conversion semiconductor detector
  • 6.3.4 General performance parameters
  • 6.3.5 Specific performance parameters
  • 6.4 The Gantry and Slip Ring
  • 6.5 Collimation and Filtration
  • 6.6 The Reconstruction Engine
  • 6.7 The Patient Table
  • 6.8 Problems
  • References
  • 7 Image Artifacts: Appearances, Causes, and Corrections
  • 7.1 What Is an Image Artifact?
  • 7.2 Different Appearances of Image Artifacts
  • 7.3 Artifacts Related to System Design
  • 7.3.1 Aliasing
  • 7.3.2 Partial volume
  • 7.3.3 Scatter
  • 7.3.4 Noise-induced streaks
  • 7.4 Artifacts Related to X-ray Tubes
  • 7.4.1 Off-focal radiation
  • 7.4.2 Tube arcing
  • 7.4.3 Tube rotor wobble
  • 7.5 Detector-Induced Artifacts
  • 7.5.1 Offset, gain, nonlinearity, and radiation damage
  • 7.5.2 Primary speed and afterglow
  • 7.5.3 Detector response uniformity
  • 7.6 Patient-Induced Artifacts
  • 7.6.1 Patient motion
  • 7.6.2 Beam hardening
  • 7.6.3 Metal and high-density object artifacts
  • 7.6.4 Incomplete projections
  • 7.7 Operator-Induced Artifacts
  • 7.8 Problems
  • References
  • 8 Computer Simulation and Analysis
  • 8.1 What Is Computer Simulation?
  • 8.2 Simulation Overview
  • 8.3 Simulation of Optics
  • 8.4 Simulation of Physics-Related Performance
  • 8.5 Simulation of a Clinical Study
  • 8.6 Problems
  • References
  • 9 Helical or Spiral CT
  • 9.1 Introduction
  • 9.1.1 Clinical needs
  • 9.1.2 Enabling technologies
  • 9.2 Terminology and Reconstruction
  • 9.2.1 Helical pitch
  • 9.2.2 Basic reconstruction approaches
  • 9.3 Slice Sensitivity Profile and Noise
  • 9.4 Helically Related Image Artifacts
  • 9.4.1 High-pitch helical artifacts
  • 9.4.2 Noise-induced artifacts
  • 9.4.3 System-misalignment-induced artifacts
  • 9.4.4 Helical artifacts caused by object slope
  • 9.5 Problems
  • References
  • 10 Multislice CT
  • 10.1 The Need for Multislice CT
  • 10.2 Detector Configurations of Multislice CT
  • 10.3 Nonhelical Mode of Reconstruction
  • 10.4 Multislice Helical Reconstruction
  • 10.4.1 2D backprojection algorithm
  • 10.4.2 Reconstruction algorithms with 3D backprojection
  • 10.4.3 Over-beaming (or over-scanning) compensation
  • 10.5 Multislice Artifacts
  • 10.5.1 General description
  • 10.5.2 Multislice CT cone-beam effects
  • 10.5.3 Interpolation-related image artifacts
  • 10.5.4 Noise-induced multislice artifacts
  • 10.5.5 Tilt artifacts in multislice helical CT
  • 10.5.6 Distortion in step-and-shoot mode SSP
  • 10.5.7 Artifacts due to geometric inaccuracy
  • 10.5.8 Comparison of multislice and single-slice helical CT
  • 10.6 Problems
  • References
  • 11 X-ray Radiation and Dose-Reduction Techniques
  • 11.1 Biological Effects of X-ray Radiation
  • 11.2 Measurement of X-ray Dose
  • 11.2.1 Terminology and the measurement standard
  • 11.2.2 Other measurement units and methods
  • 11.2.3 Issues with the current CTDI
  • 11.3 Methodologies for Dose Reduction
  • 11.3.1 Tube-current modulation
  • 11.3.2 Umbra-penumbra and overbeam issues
  • 11.3.3 Physiological gating
  • 11.3.4 Organ-specific dose reduction
  • 11.3.5 Protocol optimization and impact of the operator
  • 11.3.6 Postprocessing techniques
  • 11.3.7 Advanced reconstruction
  • 11.4 Problems
  • References
  • 12 Dual-Energy and Spectral CT
  • 12.1 Intuitive Explanation
  • 12.1.1 Material differentiation
  • 12.1.2 Material representation
  • 12.2 Theory of Basis Material Decomposition
  • 12.2.1 Basis material
  • 12.2.2 Projection-space material decomposition (MD)
  • 12.2.3 Image-space material decomposition
  • 12.2.4 Multimaterial identification and quantification
  • 12.2.5 Noise
  • 12.3 Generation of Derivative Images
  • 12.3.1 Monochromatic image
  • 12.3.2 Basis material transformation
  • 12.3.3 Electron density image
  • 12.3.4 Effective atomic number image
  • 12.4 Data Acquisition
  • 12.4.1 Energy-integrating systems
  • 12.4.2 Photon-counting system
  • 12.5 Clinical Applications
  • 12.6 Problems
  • References
  • 13 Advanced CT Applications
  • 13.1 Introduction
  • 13.2 Cardiac Imaging
  • 13.2.1 Coronary calcium scan
  • 13.2.2 Coronary artery imaging
  • 13.2.3 Cardiac function
  • 13.3 Interventional Procedures
  • 13.4 Stroke: CT Perfusion and Multiphase CTA
  • 13.4.1 Perfusion
  • 13.4.2 Multiphase CTA
  • 13.5 Screening and Quantitative CT
  • 13.5.1 Lung cancer screening
  • 13.5.2 Quantitative CT
  • 13.5.3 CT colonography
  • 13.6 Impact of Artificial Intelligence
  • 13.7 Problems
  • References
  • Glossary
  • Index

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