Tofu: a fast, versatile and user-friendly image processing toolkit for computed tomography

被引:60
|
作者
Farago, Tomas [1 ]
Gasilov, Sergey [2 ]
Emslie, Iain [2 ]
Zuber, Marcus [1 ,3 ]
Helfen, Lukas [1 ,4 ]
Vogelgesang, Matthias [5 ]
Baumbach, Tilo [1 ,3 ]
机构
[1] Karlsruhe Inst Technol KIT, Inst Photon Sci & Synchrotron Radiat, Herrmann von Helmholtz Pl 1, D-76344 Eggenstein Leopoldshafen, Germany
[2] Canadian Light Source, 44 Innovat Blvd, Saskatoon, SK S7N 2V3, Canada
[3] Karlsruhe Inst Technol, Lab Applicat Synchrotron Radiat, Kaiserstr 12, D-76131 Karlsruhe, Germany
[4] Inst Laue Langevin, 71 Ave Martyrs,CS 20156, F-38042 Grenoble 9, France
[5] Karlsruhe Inst Technol, Inst Data Proc & Elect, Hermann von Helmholtz Pl 1, D-76344 Eggenstein Leopoldshafen, Germany
基金
加拿大健康研究院; 加拿大自然科学与工程研究理事会; 加拿大创新基金会;
关键词
tomography; laminography; parallel beam; cone beam; 3D reconstruction; phase retrieval; artifact removal; GPU computing; user interface; batch processing; visual programming; X-RAY TOMOGRAPHY; FLAT-FIELDS; PHASE; RECONSTRUCTION; FRAMEWORK; SYSTEM;
D O I
10.1107/S160057752200282X
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
Tofu is a toolkit for processing large amounts of images and for tomographic reconstruction. Complex image processing tasks are organized as workflows of individual processing steps. The toolkit is able to reconstruct parallel and cone beam as well as tomographic and laminographic geometries. Many pre- and post-processing algorithms needed for high-quality 3D reconstruction are available, e.g. phase retrieval, ring removal and de-noising. Tofu is optimized for stand-alone GPU workstations on which it achieves reconstruction speed comparable with costly CPU clusters. It automatically utilizes all GPUs in the system and generates 3D reconstruction code with minimal number of instructions given the input geometry (parallel/cone beam, tomography/laminography), hence yielding optimal run-time performance. In order to improve accessibility for researchers with no previous knowledge of programming, tofu contains graphical user interfaces for both optimization of 3D reconstruction parameters and batch processing of data with pre-configured workflows for typical computed tomography reconstruction. The toolkit is open source and extensive documentation is available for both end-users and developers. Thanks to the mentioned features, tofu is suitable for both expert users with specialized image processing needs (e.g. when dealing with data from custom-built computed tomography scanners) and for application-specific end-users who just need to reconstruct their data on off-the-shelf hardware.
引用
收藏
页码:916 / 927
页数:12
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