High Performance Deformable Image Registration Algorithms for Manycore Processors

Shackleford, James/ Kandasamy, Nagarajan/ Sharp, Gregory

Morgan Kaufmann Publishers In（2013/07発売）

• 製本 Paperback:紙装版/ペーパーバック版／ページ数 122 p.
• 言語 ENG
• 商品コード 9780124077416
• DDC分類 005.1

Full Description

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.

Contents

1. Introduction

2. Overview of Image Registration Algorithms

3. Deformable Registration using Optical Flow Methods

4. Uni-Modal B-spline Registration

5. Multi-Modal B-spline Registration

6. Analytic Vector Field Regularization

7. Plastimatch - An Open Source Software Suite for Image Reconstruction and Registration