data compression;
x-ray tomography;
tomographic data analyis;
IMAGE QUALITY;
IRREVERSIBLE COMPRESSION;
JPEG;
CT;
SOFTWARE;
IMPACT;
PHASE;
D O I:
10.1088/1361-6501/aaa0fa
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
The management of scientific data is of high importance especially for experimental techniques that produce big data volumes. Such a technique is x-ray computed tomography (CT) and its community has introduced advanced data formats which allow for better management of experimental data. Rather than the organization of the data and the associated meta-data, the main topic on this work is data compression and its applicability to experimental data collected from a synchrotron-based CT beamline at the Elettra-Sincrotrone Trieste facility (Italy) and studies images acquired from various types of samples. This study covers parallel beam geometry, but it could be easily extended to a cone-beam one. The reconstruction workflow used is the one currently in operation at the beamline. Contrary to standard image compression studies, this manuscript proposes a systematic framework and workflow for the critical examination of different compression techniques and does so by applying it to experimental data. Beyond the methodology framework, this study presents and examines the use of JPEG-XR in combination with HDF5 and TIFF formats providing insights and strategies on data compression and image quality issues that can be used and implemented at other synchrotron facilities and laboratory systems. In conclusion, projection data compression using JPEG-XR appears as a promising, efficient method to reduce data file size and thus to facilitate data handling and image reconstruction.
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
De Carlo, Francesco
;
Guersoy, Doga
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Guersoy, Doga
;
论文数: 引用数:
h-index:
机构:
Marone, Federica
;
论文数: 引用数:
h-index:
机构:
Rivers, Mark
;
Parkinson, Dilworth Y.
论文数: 0引用数: 0
h-index: 0
机构:
Adv Light Source, Berkeley, CA 94720 USAArgonne Natl Lab, Argonne, IL 60439 USA
Parkinson, Dilworth Y.
;
Khan, Faisal
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Khan, Faisal
;
Schwarz, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Schwarz, Nicholas
;
Vine, David J.
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Vine, David J.
;
Vogt, Stefan
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Vogt, Stefan
;
Gleber, Sophie-Charlotte
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Gleber, Sophie-Charlotte
;
Narayanan, Suresh
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Narayanan, Suresh
;
Newville, Matt
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Ctr Adv Radiat Sources, Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Newville, Matt
;
Lanzirotti, Tony
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Ctr Adv Radiat Sources, Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Lanzirotti, Tony
;
Sun, Yue
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Dept Phys & Astron, Evanston, IL 60208 USAArgonne Natl Lab, Argonne, IL 60439 USA
Sun, Yue
;
Hong, Young Pyo
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Dept Phys & Astron, Evanston, IL 60208 USAArgonne Natl Lab, Argonne, IL 60439 USA
Hong, Young Pyo
;
Jacobsen, Chris
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USA
Northwestern Univ, Dept Phys & Astron, Evanston, IL 60208 USA
Northwestern Univ, Chem Life Proc Inst, Evanston, IL 60208 USAArgonne Natl Lab, Argonne, IL 60439 USA
机构:
Natl Inst Space Res INPE, Image Proc Div, BR-12227001 Sao Jose Dos Campos, SP, BrazilNatl Inst Space Res INPE, Image Proc Div, BR-12227001 Sao Jose Dos Campos, SP, Brazil
Faria, Lilian N.
;
Fonseca, Leila M. G.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Space Res INPE, Image Proc Div, BR-12227001 Sao Jose Dos Campos, SP, BrazilNatl Inst Space Res INPE, Image Proc Div, BR-12227001 Sao Jose Dos Campos, SP, Brazil
Fonseca, Leila M. G.
;
Costa, Max H. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Campinas Unicamp, Sch Elect & Comp Engn, BR-13083852 Campinas, SP, BrazilNatl Inst Space Res INPE, Image Proc Div, BR-12227001 Sao Jose Dos Campos, SP, Brazil
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
De Carlo, Francesco
;
Guersoy, Doga
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Guersoy, Doga
;
论文数: 引用数:
h-index:
机构:
Marone, Federica
;
论文数: 引用数:
h-index:
机构:
Rivers, Mark
;
Parkinson, Dilworth Y.
论文数: 0引用数: 0
h-index: 0
机构:
Adv Light Source, Berkeley, CA 94720 USAArgonne Natl Lab, Argonne, IL 60439 USA
Parkinson, Dilworth Y.
;
Khan, Faisal
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Khan, Faisal
;
Schwarz, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Schwarz, Nicholas
;
Vine, David J.
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Vine, David J.
;
Vogt, Stefan
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Vogt, Stefan
;
Gleber, Sophie-Charlotte
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Gleber, Sophie-Charlotte
;
Narayanan, Suresh
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Narayanan, Suresh
;
Newville, Matt
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Ctr Adv Radiat Sources, Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Newville, Matt
;
Lanzirotti, Tony
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Ctr Adv Radiat Sources, Argonne Natl Lab, Argonne, IL 60439 USAArgonne Natl Lab, Argonne, IL 60439 USA
Lanzirotti, Tony
;
Sun, Yue
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Dept Phys & Astron, Evanston, IL 60208 USAArgonne Natl Lab, Argonne, IL 60439 USA
Sun, Yue
;
Hong, Young Pyo
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Dept Phys & Astron, Evanston, IL 60208 USAArgonne Natl Lab, Argonne, IL 60439 USA
Hong, Young Pyo
;
Jacobsen, Chris
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Argonne, IL 60439 USA
Northwestern Univ, Dept Phys & Astron, Evanston, IL 60208 USA
Northwestern Univ, Chem Life Proc Inst, Evanston, IL 60208 USAArgonne Natl Lab, Argonne, IL 60439 USA
机构:
Natl Inst Space Res INPE, Image Proc Div, BR-12227001 Sao Jose Dos Campos, SP, BrazilNatl Inst Space Res INPE, Image Proc Div, BR-12227001 Sao Jose Dos Campos, SP, Brazil
Faria, Lilian N.
;
Fonseca, Leila M. G.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Space Res INPE, Image Proc Div, BR-12227001 Sao Jose Dos Campos, SP, BrazilNatl Inst Space Res INPE, Image Proc Div, BR-12227001 Sao Jose Dos Campos, SP, Brazil
Fonseca, Leila M. G.
;
Costa, Max H. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Campinas Unicamp, Sch Elect & Comp Engn, BR-13083852 Campinas, SP, BrazilNatl Inst Space Res INPE, Image Proc Div, BR-12227001 Sao Jose Dos Campos, SP, Brazil