High performance Deformable Image Registration Algorithms for Manycore Processors

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  • Publisher : Morgan Kaufmann
  • Release : 01 December 2022
  • ISBN : 0124077412
  • Page : 114 pages
  • Rating : 4.5/5 from 103 voters

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High Performance Deformable Image Registration Algorithms for Manycore Processors develops highly data-parallel image registration algorithms suitable for use on modern multi-core architectures, including graphics processing units (GPUs). Focusing on deformable registration, we show how to develop data-parallel versions of the registration algorithm suitable for execution on the GPU. Image registration is the process of aligning two or more images into a common coordinate frame and is a fundamental step to be able to compare or fuse data obtained from different sensor measurements. Extracting useful information from 2D/3D data is essential to realizing key technologies underlying our daily lives. Examples include autonomous vehicles and humanoid robots that can recognize and manipulate objects in cluttered environments using stereo vision and laser sensing and medical imaging to localize and diagnose tumors in internal organs using data captured by CT/MRI scans. This book demonstrates: How to redesign widely used image registration algorithms so as to best expose the underlying parallelism available in these algorithms How to pose and implement the parallel versions of the algorithms within the single instruction, multiple data (SIMD) model supported by GPUs Programming "tricks" that can help readers develop other image processing algorithms, including registration algorithms for the GPU

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High-performance Deformable Image Registration Algorithms for Manycore Processors

High-performance Deformable Image Registration Algorithms for Manycore Processors
  • Author : James Shackleford,Nagarajan Kandasamy,Gregory Sharp
  • Publisher : Morgan Kaufmann
  • Release Date : 2013
  • ISBN : 0124077412
GET THIS BOOKHigh-performance Deformable Image Registration Algorithms for Manycore Processors

High Performance Deformable Image Registration Algorithms for Manycore Processors develops highly data-parallel image registration algorithms suitable for use on modern multi-core architectures, including graphics processing units (GPUs). Focusing on deformable registration, we show how to develop data-parallel versions of the registration algorithm suitable for execution on the GPU. Image registration is the process of aligning two or more images into a common coordinate frame and is a fundamental step to be able to compare or fuse data obtained from different

High Performance Deformable Image Registration Algorithms for Manycore Processors

High Performance Deformable Image Registration Algorithms for Manycore Processors
  • Author : James Shackleford,Nagarajan Kandasamy,Gregory Sharp
  • Publisher : Newnes
  • Release Date : 2013-06-28
  • ISBN : 9780124078802
GET THIS BOOKHigh Performance Deformable Image Registration Algorithms for Manycore Processors

High Performance Deformable Image Registration Algorithms for Manycore Processors develops highly data-parallel image registration algorithms suitable for use on modern multi-core architectures, including graphics processing units (GPUs). Focusing on deformable registration, we show how to develop data-parallel versions of the registration algorithm suitable for execution on the GPU. Image registration is the process of aligning two or more images into a common coordinate frame and is a fundamental step to be able to compare or fuse data obtained from different

Graphics Processing Unit-Based High Performance Computing in Radiation Therapy

Graphics Processing Unit-Based High Performance Computing in Radiation Therapy
  • Author : Xun Jia,Steve B. Jiang
  • Publisher : CRC Press
  • Release Date : 2018-09-21
  • ISBN : 9781351231664
GET THIS BOOKGraphics Processing Unit-Based High Performance Computing in Radiation Therapy

Use the GPU Successfully in Your Radiotherapy Practice With its high processing power, cost-effectiveness, and easy deployment, access, and maintenance, the graphics processing unit (GPU) has increasingly been used to tackle problems in the medical physics field, ranging from computed tomography reconstruction to Monte Carlo radiation transport simulation. Graphics Processing Unit-Based High Performance Computing in Radiation Therapy collects state-of-the-art research on GPU computing and its applications to medical physics problems in radiation therapy. Tackle Problems in Medical Imaging and Radiotherapy

Image Processing in Radiation Therapy

Image Processing in Radiation Therapy
  • Author : Kristy K. Brock
  • Publisher : CRC Press
  • Release Date : 2016-04-19
  • ISBN : 9781439830185
GET THIS BOOKImage Processing in Radiation Therapy

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,

High-Performance Medical Image Processing

High-Performance Medical Image Processing
  • Author : Sanjay Saxena,Sudip Paul
  • Publisher : CRC Press
  • Release Date : 2022-07-07
  • ISBN : 9781000410372
GET THIS BOOKHigh-Performance Medical Image Processing

The processing of medical images in a reasonable timeframe and with high definition is very challenging. This volume helps to meet that challenge by presenting a thorough overview of medical imaging modalities, its processing, high-performance computing, and the need to embed parallelism in medical image processing techniques to achieve efficient and fast results. With contributions from researchers from prestigious laboratories and educational institutions, High-Performance Medical Image Processing provides important information on medical image processing techniques, parallel computing techniques, and embedding

Encyclopedia of Image Processing

Encyclopedia of Image Processing
  • Author : Phillip A. Laplante
  • Publisher : CRC Press
  • Release Date : 2018-11-08
  • ISBN : 9781351032735
GET THIS BOOKEncyclopedia of Image Processing

The Encyclopedia of Image Processing presents a vast collection of well-written articles covering image processing fundamentals (e.g. color theory, fuzzy sets, cryptography) and applications (e.g. geographic information systems, traffic analysis, forgery detection). Image processing advances have enabled many applications in healthcare, avionics, robotics, natural resource discovery, and defense, which makes this text a key asset for both academic and industrial libraries and applied scientists and engineers working in any field that utilizes image processing. Written by experts from

Medical Image Registration

Medical Image Registration
  • Author : Joseph V. Hajnal,Derek L.G. Hill
  • Publisher : CRC Press
  • Release Date : 2001-06-27
  • ISBN : 9781420042474
GET THIS BOOKMedical Image Registration

Image registration is the process of systematically placing separate images in a common frame of reference so that the information they contain can be optimally integrated or compared. This is becoming the central tool for image analysis, understanding, and visualization in both medical and scientific applications. Medical Image Registration provid

Design for Embedded Image Processing on FPGAs

Design for Embedded Image Processing on FPGAs
  • Author : Donald G. Bailey
  • Publisher : John Wiley & Sons
  • Release Date : 2011-06-13
  • ISBN : 9780470828526
GET THIS BOOKDesign for Embedded Image Processing on FPGAs

Dr Donald Bailey starts with introductory material considering the problem of embedded image processing, and how some of the issues may be solved using parallel hardware solutions. Field programmable gate arrays (FPGAs) are introduced as a technology that provides flexible, fine-grained hardware that can readily exploit parallelism within many image processing algorithms. A brief review of FPGA programming languages provides the link between a software mindset normally associated with image processing algorithms, and the hardware mindset required for efficient utilization

GPU Computing Gems Emerald Edition

GPU Computing Gems Emerald Edition
  • Author : Anonim
  • Publisher : Elsevier
  • Release Date : 2011-01-13
  • ISBN : 0123849896
GET THIS BOOKGPU Computing Gems Emerald Edition

GPU Computing Gems Emerald Edition offers practical techniques in parallel computing using graphics processing units (GPUs) to enhance scientific research. The first volume in Morgan Kaufmann's Applications of GPU Computing Series, this book offers the latest insights and research in computer vision, electronic design automation, and emerging data-intensive applications. It also covers life sciences, medical imaging, ray tracing and rendering, scientific simulation, signal and audio processing, statistical modeling, video and image processing. This book is intended to help those who

Computer Vision Metrics

Computer Vision Metrics
  • Author : Scott Krig
  • Publisher : Apress
  • Release Date : 2014-06-14
  • ISBN : 9781430259305
GET THIS BOOKComputer Vision Metrics

Computer Vision Metrics provides an extensive survey and analysis of over 100 current and historical feature description and machine vision methods, with a detailed taxonomy for local, regional and global features. This book provides necessary background to develop intuition about why interest point detectors and feature descriptors actually work, how they are designed, with observations about tuning the methods for achieving robustness and invariance targets for specific applications. The survey is broader than it is deep, with over 540 references provided to

Patient-specific Hemodynamic Computations: Application to Personalized Diagnosis of Cardiovascular Pathologies

Patient-specific Hemodynamic Computations: Application to Personalized Diagnosis of Cardiovascular Pathologies
  • Author : Lucian Mihai Itu,Puneet Sharma,Constantin Suciu
  • Publisher : Springer
  • Release Date : 2017-05-31
  • ISBN : 9783319568539
GET THIS BOOKPatient-specific Hemodynamic Computations: Application to Personalized Diagnosis of Cardiovascular Pathologies

Hemodynamic computations represent a state-of-the-art approach for patient-specific assessment of cardiovascular pathologies. The book presents the development of reduced-order multiscale hemodynamic models for coronary artery disease, aortic coarctation and whole body circulation, which can be applied in routine clinical settings for personalized diagnosis. Specific parameter estimation frameworks are introduced for calibrating the parameters of the models and high performance computing solutions are employed to reduce their execution time. The personalized computational models are validated against patient-specific measurements. The book is

International Conference on Cognitive based Information Processing and Applications (CIPA 2021)

International Conference on Cognitive based Information Processing and Applications (CIPA 2021)
  • Author : Bernard J. Jansen,Haibo Liang,Jun Ye
  • Publisher : Springer Nature
  • Release Date : 2021-10-28
  • ISBN : 9789811658549
GET THIS BOOKInternational Conference on Cognitive based Information Processing and Applications (CIPA 2021)

This book contains papers presented at the International Conference on Cognitive based Information Processing and Applications (CIPA) held during August 21, 2021, online conference (since COVID 19), which is divided into a 2-volume book. The papers in the second volume represent the various technological advancements in network information processing, graphics and image processing, medical care, machine learning, smart cities. It caters to postgraduate students, researchers, and practitioners specializing and working in the area of cognitive-inspired computing and information processing.

Computer Vision

Computer Vision
  • Author : Richard Szeliski
  • Publisher : Springer Science & Business Media
  • Release Date : 2010-09-30
  • ISBN : 9781848829350
GET THIS BOOKComputer Vision

Computer Vision: Algorithms and Applications explores the variety of techniques commonly used to analyze and interpret images. It also describes challenging real-world applications where vision is being successfully used, both for specialized applications such as medical imaging, and for fun, consumer-level tasks such as image editing and stitching, which students can apply to their own personal photos and videos. More than just a source of “recipes,” this exceptionally authoritative and comprehensive textbook/reference also takes a scientific approach to basic

Accelerating MATLAB with GPU Computing

Accelerating MATLAB with GPU Computing
  • Author : Jung W. Suh,Youngmin Kim
  • Publisher : Newnes
  • Release Date : 2013-11-18
  • ISBN : 9780124079168
GET THIS BOOKAccelerating MATLAB with GPU Computing

Beyond simulation and algorithm development, many developers increasingly use MATLAB even for product deployment in computationally heavy fields. This often demands that MATLAB codes run faster by leveraging the distributed parallelism of Graphics Processing Units (GPUs). While MATLAB successfully provides high-level functions as a simulation tool for rapid prototyping, the underlying details and knowledge needed for utilizing GPUs make MATLAB users hesitate to step into it. Accelerating MATLAB with GPUs offers a primer on bridging this gap. Starting with the

Statistical Shape and Deformation Analysis

Statistical Shape and Deformation Analysis
  • Author : Guoyan Zheng,Shuo Li,Gabor Szekely
  • Publisher : Academic Press
  • Release Date : 2017-03-23
  • ISBN : 9780128104941
GET THIS BOOKStatistical Shape and Deformation Analysis

Statistical Shape and Deformation Analysis: Methods, Implementation and Applications contributes enormously to solving different problems in patient care and physical anthropology, ranging from improved automatic registration and segmentation in medical image computing to the study of genetics, evolution and comparative form in physical anthropology and biology. This book gives a clear description of the concepts, methods, algorithms and techniques developed over the last three decades that is followed by examples of their implementation using open source software. Applications of statistical