Motion estimation and correction for simultaneous PET/MR using SIRF and CIL

被引:8
|
作者
Brown, Richard [1 ,2 ]
Kolbitsch, Christoph [2 ,3 ]
Delplancke, Claire [4 ]
Papoutsellis, Evangelos [5 ,6 ]
Mayer, Johannes [3 ]
Ovtchinnikov, Evgueni [5 ]
Pasca, Edoardo [5 ]
Neji, Radhouene [2 ,7 ]
Costa-luis, Casper da [2 ]
Gillman, Ashley G. [8 ]
Ehrhardt, Matthias J. [4 ,9 ]
McClelland, Jamie R. [10 ,11 ]
Eiben, Bjoern [10 ,11 ]
Thielemans, Kris [1 ,11 ]
机构
[1] UCL, Inst Nucl Med, London, England
[2] Kings Coll London, Sch Biomed Engn & Imaging Sci, London, England
[3] Phys Tech Bundesanstalt, Braunschweig, Germany
[4] Univ Bath, Dept Math Sci, Bath, Avon, England
[5] Rutherford Appleton Lab, STFC, Sci Comp Dept, UKRI, Harwell Campus, Didcot, Oxon, England
[6] Univ Manchester, Henry Royce Inst, Dept Mat, Manchester, Lancs, England
[7] Siemens Healthcare, MR Res Collaborat, Frimley, England
[8] CSIRO, Australian E Hlth Res Ctr, Townsville, Qld, Australia
[9] Univ Bath, Inst Math Innovat, Bath, Avon, England
[10] UCL, Ctr Med Image Comp, London, England
[11] UCL, Dept Med Phys & Biomed Engn, London, England
基金
英国工程与自然科学研究理事会;
关键词
Motion; correction; estimation; PET; MR; SIRF; RESPIRATORY MOTION; IMAGE-RECONSTRUCTION; GENERALIZED RECONSTRUCTION; JOINT ESTIMATION; MRI; MODELS; COMPENSATION; INVERSION; FRAMEWORK; SOFTWARE;
D O I
10.1098/rsta.2020.0208
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
SIRF is a powerful PET/MR image reconstruction research tool for processing data and developing new algorithms. In this research, new developments to SIRF are presented, with focus on motion estimation and correction. SIRF's recent inclusion of the adjoint of the resampling operator allows gradient propagation through resampling, enabling the MCIR technique. Another enhancement enabled registering and resampling of complex images, suitable for MRI. Furthermore, SIRF's integration with the optimization library CIL enables the use of novel algorithms. Finally, SPM is now supported, in addition to NiftyReg, for registration. Results of MR and PET MCIR reconstructions are presented, using FISTA and PDHG, respectively. These demonstrate the advantages of incorporating motion correction and variational and structural priors. This article is part of the theme issue 'Synergistic tomographic image reconstruction: part 2'.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] PET motion correction using simultaneous PET-MR acquisition and MR-derived motion fields
    Tsoumpas, Charalampos
    Mackewn, Jane
    King, Andrew
    Buerger, Christian
    Totman, John
    Schaeffter, Tobias
    Marsden, Paul
    JOURNAL OF NUCLEAR MEDICINE, 2009, 50 : 532 - 532
  • [2] Motion correction for Simultaneous PET/MR with No Additional MR Sequence
    Wang, Jizhe
    Feng, Tao
    Hu, Lingzhi
    Zhu, Wentao
    Dong, Yun
    Li, Hongdi
    JOURNAL OF NUCLEAR MEDICINE, 2018, 59
  • [3] Clinical Impact of Respiratory Motion Correction in Simultaneous PET/MR, Using a Joint PET/MR Predictive Motion Model
    Manber, Richard
    Thielemans, Kris
    Hutton, Brian F.
    Wan, Simon
    Fraioli, Francesco
    Barnes, Anna
    Ourselin, Sebastien
    Arridge, Simon
    Atkinson, David
    JOURNAL OF NUCLEAR MEDICINE, 2018, 59 (09) : 1467 - 1473
  • [4] Using ITK to obtain motion transform in anatomically guided PET motion correction for simultaneous PET/MR
    Cheng, Ju-Chieh
    Laforest, Richard
    2013 IEEE NUCLEAR SCIENCE SYMPOSIUM AND MEDICAL IMAGING CONFERENCE (NSS/MIC), 2013,
  • [5] PRACTICAL PET RESPIRATORY MOTION CORRECTION IN CLINICAL SIMULTANEOUS PET/MR
    Manber, Richard
    Atkinson, David
    Thielemans, Kris
    Hutton, Brian
    Barnes, Anna
    O'Meara, Celia
    Wan, Simon
    Ourselin, Sebastien
    Arridge, Simon
    2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI), 2015, : 1580 - 1583
  • [6] Motion Correction in Simultaneous PET/MR Brain Imaging Using Sparsely Sampled MR Navigators
    Keller, S. H.
    Hansen, C.
    Hansen, C.
    Andersen, F. L.
    Ladefoged, C.
    Svarer, C.
    Kjaer, A.
    Hojgaard, L.
    Law, I.
    Henriksen, O. M.
    Hansen, A. E.
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2014, 41 : S410 - S410
  • [7] Assessment of motion correction strategies in simultaneous PET-MR
    Chun, Se Young
    Guerin, Bastien
    Cho, Sanghee
    Reese, Timothy
    Zhu, Xuping
    Ouyang, Jinsong
    Catana, Ciprian
    El Fakhri, Georges
    JOURNAL OF NUCLEAR MEDICINE, 2010, 51
  • [8] Respiratory Motion Detection and Correction for MR Using the Pilot Tone Applications for MR and Simultaneous PET/MR Examinations
    Vahle, Thomas
    Bacher, Mario
    Rigie, David
    Fenchel, Matthias
    Speier, Peter
    Bollenbeck, Jan
    Schaefers, Klaus P.
    Kiefer, Berthold
    Boada, Fernando E.
    INVESTIGATIVE RADIOLOGY, 2020, 55 (03) : 153 - 159
  • [9] Cardiac and Respiratory Motion Correction for Simultaneous Cardiac PET/MR
    Kolbitsch, Christoph
    Ahlman, Mark A.
    Davies-Venn, Cynthia
    Evers, Robert
    Hansen, Michael
    Peressutti, Devis
    Marsden, Paul
    Kellman, Peter
    Bluemke, David A.
    Schaeffter, Tobias
    JOURNAL OF NUCLEAR MEDICINE, 2017, 58 (05) : 846 - 852
  • [10] Fast tagged MR acquisition for PET motion correction in simultaneous cardiac PET-MR
    Huang, Chuan
    Petibon, Yoann
    Ouyang, Jinsong
    El Fakhri, Georges
    JOURNAL OF NUCLEAR MEDICINE, 2014, 55