Description
Image Processing in Radiation Therapy
Imaging in Medical Diagnosis and Therapy Series
Coordinator: Brock Kristy K.
Language: EnglishSubjects for Image Processing in Radiation Therapy:
Keywords
Deformable Image Registration; Image Registration; image processing techniques in radiotherapy; Data Set; registration and segmentation algorithms; Deformable Registration; advanced image acquisition and processing techniques; CBCT; radiation planning; treatment delivery; and outcomes assessment; Deformable Registration Algorithm; image processing in adaptive radiotherapy; Dose Distribution; Pet Image; image segmentation; CBCT Scan; 3D image reconstruction; CBCT Image; in-room imaging; Rigid Registration; Nonrigid Registration; Dice Similarity Coefficient; Registration Algorithm; Affine Registration; Similarity Metrics; Dir Algorithm; Megavoltage CT; Tumor Motion; Nonrigid Image Registration; Magnetic Resonance Elastography; Digital Phantom; FDG Pet; Joint Entropy
Publication date: 09-2013
Support: Print on demand
Publication date: 06-2020
· 21x28 cm · Paperback
Description
/li>Contents
/li>Biography
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Images from CT, MRI, PET, and other medical instrumentation have become central to the radiotherapy process in the past two decades, thus requiring medical physicists, clinicians, dosimetrists, radiation therapists, and trainees to integrate and segment these images efficiently and accurately in a clinical environment. Image Processing in Radiation Therapy presents an up-to-date, detailed treatment of techniques and algorithms for the registration, segmentation, reconstruction, and evaluation of imaging data. It describes how these tools are used in radiation planning, treatment delivery, and outcomes assessment.
The book spans deformable registration, segmentation, and image reconstruction and shows how to incorporate these practices in radiation therapy. The first section explores image processing in adaptive radiotherapy, online monitoring and tracking, dose accumulation, and accuracy assessment. The second section describes the mathematical approach to deformable registration. The book presents similarity metrics used for registration techniques, discussing their effectiveness and applicability in radiation therapy. It also evaluates parametric and nonparametric image registration techniques and their applications in radiation therapy processes. The third section assesses the efficiency, robustness, and breadth of application of image segmentation approaches, including atlas-based, level set, and registration-based techniques. The fourth section focuses on advanced imaging techniques for radiotherapy, such as 3D image reconstruction and image registration using a graphics processor unit.
With contributions from an international group of renowned authors, this book provides a comprehensive description of image segmentation and registration, in-room imaging, and advanced reconstruction techniques. Through many practical examples, it illustrates the clinical rationale and implementation of the techniques.
Image Processing in Radiotherapy Applications: Image Processing in Adaptive Radiotherapy. Online Monitoring, Tracking, and Dose Accumulation. Validation of Image Registration. Registration: Similarity Metrics. Parametric Image Registration. Toward Realistic Biomechanical-Based Modeling for Image-Guided Radiation. Nonparametric: Demons, Diffusion, and Viscous-Fluid Approaches. Optimization in Image Registration. Segmentation: Basic Segmentation. Deformable Shape Models for Image Segmentation. Level Set for Radiotherapy Treatment Planning. Atlas-Based Segmentation: Concepts and Applications. Advanced Imaging Techniques: Advances in 3D Image Reconstruction. Advancements in Respiratory Sorting: The Future of Respiratory Sorting. In-Room Imaging Techniques. Affine Medical Image Registration Using Graphics Processing Unit. Index.
Kristy K. Brock is an associate professor in the Department of Radiation Oncology at the University of Michigan, where she received her Ph.D. in nuclear engineering and radiological sciences. She is a board member of the American Association of Physicists in Medicine (AAPM), the therapy science director for the 2013 AAPM 2013 annual meeting, an editorial board member of Medical Physics, and a diplomat in therapeutic radiological physics of the American Board of Radiology. Her research focuses on deformable registration for dose accumulation and adaptive radiotherapy, the application of biomechanical modeling in correlative pathology, and therapy response assessment.