Fast Dynamic Reconstruction Algorithm with Joint Bilateral Filtering for Perfusion C-arm CT

被引:0
|
作者
Manhart, Michael [1 ]
Kowarschik, Markus [2 ]
Fieselmann, Andreas [1 ,3 ]
Yu Deuerling-Zheng [2 ]
Hornegger, Joachim [1 ,3 ]
机构
[1] Univ Erlangen Nurnberg, Pattern Recognit Lab, Dept Comp Sci, Martensstr 3, D-91058 Erlangen, Germany
[2] Siemens AG, Angiog & Intervent X Ray Syst, Forchheim, Germany
[3] Erlangen Grad Sch Adv Opt Technol SAOT, Erlangen, Germany
关键词
Perfusion imaging; dynamic reconstruction; C-arm CT; stroke treatment; MODEL;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Tissue perfusion measurement using C-arm angiography systems is a novel technique with potential high benefit for catheter-guided treatment of stroke in the interventional suite. However, perfusion C-arm CT (PCCT) is challenging: the slow C-arm rotation speed only allows measuring samples of contrast time attenuation curves (TACs) every 5 - 6 s if reconstruction algorithms for static data are used. Furthermore, the peaks of the tissue TACs typically lie in a range of 5 - 30 HU, thus perfusion imaging is very sensitive to noise. We present a dynamic, iterative reconstruction (DIR) approach to reconstruct TACs described by a weighted sum of linear spline functions. The optimization problem is solved using an appropriate initialization and a Landweber-based optimization strategy with a modified backprojection step. To reduce noise a novel regularization technique based on joint bilateral filtering (JBF) is introduced. The algorithm is evaluated using simulation data created with a dynamic cylindrical phantom, a realistic digital brain phantom and real measured data from an animal study with a canine stroke model. Results indicate that the DIR algorithm qualitatively and quantitatively improves reconstructed TACs and perfusion maps compared to classical Feldkamp (FDK) reconstruction. For the brain phantom study the Pearson correlation (PC) of the reconstructed cerebral blood flow (CBF) maps to the ground truth increased from 0.82 (FDK) to 0.87 (DIR). For the canine study the PC of the CBF maps to co-registered perfusion CT maps increased from 0.61 (FDK) to 0.73 (DIR).
引用
收藏
页码:2304 / 2311
页数:8
相关论文
共 50 条
  • [21] Cardiac C-Arm CT: A Unified Framework for Motion Estimation and Dynamic CT
    Pruemmer, Marcus
    Hornegger, Joachim
    Lauritsch, Guenter
    Wigstroem, Lars
    Girard-Hughes, Erin
    Fahrig, Rebecca
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 2009, 28 (11) : 1836 - 1849
  • [22] C-Arm Perfusion Imaging with a Fast Penalized Maximum-Likelihood Approach
    Frysch, Robert
    Pfeiffer, Tim
    Bannasch, Sebastian
    Serowy, Steffen
    Gugel, Sebastian
    Skalej, Martin
    Rose, Georg
    MEDICAL IMAGING 2014: PHYSICS OF MEDICAL IMAGING, 2014, 9033
  • [23] A Realistic Digital Phantom for Perfusion C-arm CT based on MRI Data
    Aichert, Andre
    Manhart, Michael T.
    Navalpakkam, Bharath K.
    Grimm, Robert
    Hutter, Jana
    Maier, Andreas
    Hornegger, Joachim
    Doerfler, Arnd
    2013 IEEE NUCLEAR SCIENCE SYMPOSIUM AND MEDICAL IMAGING CONFERENCE (NSS/MIC), 2013,
  • [24] ITERATIVE DENOISING ALGORITHMS FOR PERFUSION C-ARM CT WITH A RAPID SCANNING PROTOCOL
    Manhart, Michael T.
    Fieselmann, Andreas
    Deuerling-Zheng, Yu
    Kowarschik, Markus
    2013 IEEE 10TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI), 2013, : 1235 - 1239
  • [25] Evaluating the Feasibility of C-arm CT for Brain Perfusion Imaging: An in vitro Study
    Ganguly, A.
    Fieselmann, A.
    Boese, J.
    Rohkohl, C.
    Hornegger, J.
    Fahrig, R.
    MEDICAL IMAGING 2010: VISUALIZATION, IMAGE-GUIDED PROCEDURES, AND MODELING, 2010, 7625
  • [26] Feasibility of a new C-arm angiography (DYNA-CT) based three-dimensional coronary reconstruction algorithm in combination with myocardial perfusion assessment
    Rittger, H.
    Rohkohl, C.
    Lauritsch, G.
    Sinha, A.
    Rieber, J.
    Brachmann, J.
    EUROPEAN HEART JOURNAL, 2011, 32 : 349 - 349
  • [27] A model for filtered backprojection reconstruction artifacts due to time-varying attenuation values in perfusion C-arm CT
    Fieselmann, Andreas
    Dennerlein, Frank
    Deuerling-Zheng, Yu
    Boese, Jan
    Fahrig, Rebecca
    Hornegger, Joachim
    PHYSICS IN MEDICINE AND BIOLOGY, 2011, 56 (12): : 3701 - 3717
  • [28] Interventional 4-D C-Arm CT Perfusion Imaging Using Interleaved Scanning and Partial Reconstruction Interpolation
    Fieselmann, Andreas
    Ganguly, Arundhuti
    Yu Deuerling-Zheng
    Zellerhoff, Michael
    Rohkohl, Christopher
    Boese, Jan
    Hornegger, Joachim
    Fahrig, Rebecca
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 2012, 31 (04) : 892 - 906
  • [29] Towards Clinical Application of a Laplace Operator-Based Region of Interest Reconstruction Algorithm in C-Arm CT
    Xia, Yan
    Hofmann, Hannes
    Dennerlein, Frank
    Mueller, Kerstin
    Schwemmer, Chris
    Bauer, Sebastian
    Chintalapani, Gouthami
    Chinnadurai, Ponraj
    Hornegger, Joachim
    Maier, Andreas
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 2014, 33 (03) : 593 - 606
  • [30] Exact ROI image reconstruction with perturbed source trajectories in C-arm CT
    Xia, Dan
    Sidky, Emil Y.
    Yu, Lifeng
    Zou, Yu
    Pan, Xiaochuan
    2005 IEEE NUCLEAR SCIENCE SYMPOSIUM CONFERENCE RECORD, VOLS 1-5, 2005, : 1942 - 1945