Literature DB >> 22255436

GPU implementation of a deformable 3D image registration algorithm.

Hamed Mousazadeh1, Bahram Marami, Shahin Sirouspour, Alexandru Patriciu.   

Abstract

We present a parallel implementation of a new deformable image registration algorithm using the Computer Unified Device Architecture (CUDA). The algorithm co-registers preoperative and intraoperative 3-dimensional magnetic resonance (MR) images of a deforming organ. It employs a linear elastic dynamic finite-element model of the deformation and distance measures such as mutual information and sum of squared differences to align volumetric image data sets. Computationally intensive elements of the method such as interpolation, displacement and force calculation are significantly accelerated using a Graphics Processing Unit (GPU). The result of experiments carried out with a realistic breast phantom tissue shows a 37 fold speedup for the GPU-based implementation compared with an optimized CPU-based implementation in high resolution MR image registration. The GPU implementation is capable of registering 512 × 512 × 136 image sets in just over 2 seconds, making it suitable for clinical applications requiring fast and accurate processing of medical images.

Mesh:

Year:  2011        PMID: 22255436     DOI: 10.1109/IEMBS.2011.6091213

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  5 in total

1.  A survey of GPU-based medical image computing techniques.

Authors:  Lin Shi; Wen Liu; Heye Zhang; Yongming Xie; Defeng Wang
Journal:  Quant Imaging Med Surg       Date:  2012-09

2.  Semi-automated Image Segmentation of the Midsystolic Left Ventricular Mitral Valve Complex in Ischemic Mitral Regurgitation.

Authors:  Ahmed H Aly; Abdullah H Aly; Mahmoud Elrakhawy; Kirlos Haroun; Luis Prieto-Riascos; Robert C Gorman; Natalie Yushkevich; Yoshiaki Saito; Joseph H Gorman; Robert C Gorman; Paul A Yushkevich; Alison M Pouch
Journal:  Stat Atlases Comput Models Heart       Date:  2019-02-14

3.  Toward the development of intrafraction tumor deformation tracking using a dynamic multi-leaf collimator.

Authors:  Yuanyuan Ge; Ricky T O'Brien; Chun-Chien Shieh; Jeremy T Booth; Paul J Keall
Journal:  Med Phys       Date:  2014-06       Impact factor: 4.071

4.  Real-Time Lung Tumor Tracking Using a CUDA Enabled Nonrigid Registration Algorithm for MRI.

Authors:  Nazanin Tahmasebi; Pierre Boulanger; Jihyun Yun; Gino Fallone; Michelle Noga; Kumaradevan Punithakumar
Journal:  IEEE J Transl Eng Health Med       Date:  2020-04-24       Impact factor: 3.316

5.  Accelerating Computation of DCM for ERP in MATLAB by External Function Calls to the GPU.

Authors:  Wei-Jen Wang; I-Fan Hsieh; Chun-Chuan Chen
Journal:  PLoS One       Date:  2013-06-26       Impact factor: 3.240

  5 in total

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