Literature DB >> 17664551

Real-time 3D computed tomographic reconstruction using commodity graphics hardware.

Fang Xu1, Klaus Mueller.   

Abstract

The recent emergence of various types of flat-panel x-ray detectors and C-arm gantries now enables the construction of novel imaging platforms for a wide variety of clinical applications. Many of these applications require interactive 3D image generation, which cannot be satisfied with inexpensive PC-based solutions using the CPU. We present a solution based on commodity graphics hardware (GPUs) to provide these capabilities. While GPUs have been employed for CT reconstruction before, our approach provides significant speedups by exploiting the various built-in hardwired graphics pipeline components for the most expensive CT reconstruction task, backprojection. We show that the timings so achieved are superior to those obtained when using the GPU merely as a multi-processor, without a drop in reconstruction quality. In addition, we also show how the data flow across the graphics pipeline can be optimized, by balancing the load among the pipeline components. The result is a novel streaming CT framework that conceptualizes the reconstruction process as a steady flow of data across a computing pipeline, updating the reconstruction result immediately after the projections have been acquired. Using a single PC equipped with a single high-end commodity graphics board (the Nvidia 8800 GTX), our system is able to process clinically-sized projection data at speeds meeting and exceeding the typical flat-panel detector data production rates, enabling throughput rates of 40-50 projections s(-1) for the reconstruction of 512(3) volumes.

Mesh:

Year:  2007        PMID: 17664551     DOI: 10.1088/0031-9155/52/12/006

Source DB:  PubMed          Journal:  Phys Med Biol        ISSN: 0031-9155            Impact factor:   3.609


  36 in total

1.  Algorithm-enabled low-dose micro-CT imaging.

Authors:  Xiao Han; Junguo Bian; Diane R Eaker; Timothy L Kline; Emil Y Sidky; Erik L Ritman; Xiaochuan Pan
Journal:  IEEE Trans Med Imaging       Date:  2010-10-25       Impact factor: 10.048

2.  Accelerating simultaneous algebraic reconstruction technique with motion compensation using CUDA-enabled GPU.

Authors:  Wai-Man Pang; Jing Qin; Yuqiang Lu; Yongming Xie; Chee-Kong Chui; Pheng-Ann Heng
Journal:  Int J Comput Assist Radiol Surg       Date:  2010-06-30       Impact factor: 2.924

3.  Radiation dose reduction in computed tomography: techniques and future perspective.

Authors:  Lifeng Yu; Xin Liu; Shuai Leng; James M Kofler; Juan C Ramirez-Giraldo; Mingliang Qu; Jodie Christner; Joel G Fletcher; Cynthia H McCollough
Journal:  Imaging Med       Date:  2009-10

4.  Evaluation of GPU-Based CT Reconstruction for Morbidly Obese Patients.

Authors:  Rui Liu; Mannudeep K Kalra; Jiang Hsieh; Hengyong Yu
Journal:  JSM Biomed Imaging Data Pap       Date:  2017-01-09

5.  Convex optimization problem prototyping for image reconstruction in computed tomography with the Chambolle-Pock algorithm.

Authors:  Emil Y Sidky; Jakob H Jørgensen; Xiaochuan Pan
Journal:  Phys Med Biol       Date:  2012-04-27       Impact factor: 3.609

6.  Fast reconstruction of digital tomosynthesis using on-board images.

Authors:  Hui Yan; Devon J Godfrey; Fang-Fang Yin
Journal:  Med Phys       Date:  2008-05       Impact factor: 4.071

7.  Temporal resolution improvement using PICCS in MDCT cardiac imaging.

Authors:  Guang-Hong Chen; Jie Tang; Jiang Hsieh
Journal:  Med Phys       Date:  2009-06       Impact factor: 4.071

8.  A BPF-FBP tandem algorithm for image reconstruction in reverse helical cone-beam CT.

Authors:  Seungryong Cho; Dan Xia; Charles A Pellizzari; Xiaochuan Pan
Journal:  Med Phys       Date:  2010-01       Impact factor: 4.071

9.  Robust automatic rigid registration of MRI and X-ray using external fiducial markers for XFM-guided interventional procedures.

Authors:  Ashvin K George; Merdim Sonmez; Robert J Lederman; Anthony Z Faranesh
Journal:  Med Phys       Date:  2011-01       Impact factor: 4.071

10.  Four-dimensional deformable image registration using trajectory modeling.

Authors:  Edward Castillo; Richard Castillo; Josue Martinez; Maithili Shenoy; Thomas Guerrero
Journal:  Phys Med Biol       Date:  2010-01-07       Impact factor: 3.609

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