GPU-optimized Direct Fourier Method for On-line Tomography

被引：5

作者：

Shkarin, Roman ^{[1
,2
]}

Ametova, Evelina ^{[2
]}

Chilingaryan, Suren ^{[1
]}

Dritschler, Timo ^{[1
]}

Kopmann, Andreas ^{[1
]}

Mirone, Alessandro ^{[3
]}

Shkarin, Andrei ^{[1
]}

Vogelgesang, Matthias ^{[1
]}

Tsapko, Sergey ^{[2
]}

机构：

[1] Karlsruhe Inst Technol, Inst Data Proc & Elect, D-76131 Baden, Switzerland

[2] Tomsk Polytech Univ, Dept Automat & Comp Syst, Tomsk, Russia

[3] European Synchrotron Radiat Facil, Grenoble, France

来源：

FUNDAMENTA INFORMATICAE | 2015年 / 141卷 / 2-3期

关键词：

computed tomography; image reconstruction; parallel-beam tomography; FFT; RECONSTRUCTION;

D O I：

10.3233/FI-2015-1274

中图分类号：

TP31 [计算机软件];

学科分类号：

081202 ; 0835 ;

摘要：

On-line monitoring of synchrotron 3D-imaging experiments requires very fast tomographic reconstruction. Direct Fourier methods (DFM) have the potential to be faster than standard Filtered Backprojection. We have evaluated multiple DFMs using various interpolation techniques. We compared reconstruction quality and studied the parallelization potential. A method using Direct Fourier Inversion (DFI) and a sinc-based interpolation was selected and parallelized for execution on GPUs. Several optimization steps were considered to boost the performance. Finally we evaluated the achieved performance for the latest generation of GPUs from NVIDIA and AMD. The results show that tomographic reconstruction with a throughput of more than 1.5 GB/sec on a single GPU is possible.

引用

页码：245 / 258

页数：14

共 50 条

[1] GPU-optimized matrix method for phase retrieval with the transport of intensity equation
Silva, Alejandro
Alonso, Julia r.
APPLIED OPTICS, 2025, 64 (05) : A62 - A72
[2] GPU-optimized indirect scalar displacement mapping
Jang, Hanyoung
Han, JungHyun
COMPUTER-AIDED DESIGN, 2013, 45 (02) : 517 - 522
[3] An Improved GPU-Optimized Fictitious Surface Charge Method for Transcranial Magnetic Stimulation
Mueller, E.
Petkovic, B.
Ziolkowski, M.
Weise, K.
Toepfer, H.
Haueisen, J.
IEEE TRANSACTIONS ON MAGNETICS, 2024, 60 (03) : 1 - 4
[4] Distributed Interactive Visualization Using GPU-Optimized Spark
Hong, Sumin
Choi, Junyoung
Jeong, Won-Ki
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2021, 27 (09) : 3670 - 3684
[5] GPU-Optimized Volume Ray Tracing for Massive Numbers of Rays in Radiotherapy
Zhou, Bo
Xiao, Kai
Chen, Danny Z.
Hu, X. Sharon
ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 2013, 13 (03)
[6] A FAST PALETTE REORDERING TECHNIQUE BASED ON GPU-OPTIMIZED GENETIC ALGORITHMS
Giudice, Oliver
Allegra, Dario
Stanco, Filippo
Grasso, Giorgio
Battiato, Sebastiano
2018 25TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2018, : 1138 - 1142
[7] On the direct Fourier method for computer tomography
Gottlieb, D
Gustafsson, B
Forssén, P
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2000, 19 (03) : 223 - 232
[8] GO-MELT: GPU-optimized multilevel execution of LPBF thermal simulations
Leonor, Joseph P.
Wagner, Gregory J.
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2024, 426
[9] GLISSE: A GPU-optimized planetary system integrator with application to orbital stability calculations.
Zhang, Kevin
Gladman, Brett J.
NEW ASTRONOMY, 2022, 90
[10] Analysis of the direct Fourier method for computer tomography
Waldén, J
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2000, 19 (03) : 211 - 222

← 1 2 3 4 5 →