Acta Optica Sinica, Volume. 43, Issue 14, 1434001(2023)

Dual Plug and Play Multi-Energy Computed Tomography Reconstruction Algorithm

Yizhong Wang, Ailong Cai, Ningning Liang, Xiaohuan Yu, Junru Ren, Lei Li, and Bin Yan*
Author Affiliations
  • Henan Key Laboratory of Imaging and Intelligent Processing, Information Engineering University, Zhengzhou 450001, Henan, China
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    References(23)

    [1] Li L, Wang L Y, Cai A L et al. Projection decomposition algorithm for X-ray dual-energy computed tomography based on isotransmission line fitting[J]. Acta Optica Sinica, 36, 0834001(2016).

    [2] Zeng G S[M]. Medical image reconstruction(2010).

    [3] McCollough C H, Leng S, Yu L F et al. Dual- and multi-energy CT: principles, technical approaches, and clinical applications[J]. Radiology, 276, 637-653(2015).

    [4] So A, Hsieh J, Narayanan S et al. Dual-energy CT and its potential use for quantitative myocardial CT perfusion[J]. Journal of Cardiovascular Computed Tomography, 6, 308-317(2012).

    [5] Zou Y, Silver M D. Analysis of fast kV-switching in dual-energy CT using a pre-reconstruction decomposition technique[J]. Proceedings of SPIE, 6913, 691313(2008).

    [6] Petersilka M, Bruder H, Krauss B et al. Technical principles of dual-source CT[J]. European Journal of Radiology, 68, 362-368(2008).

    [7] Taguchi K, Iwanczyk J S. Vision 20/20: single-photon counting X-ray detectors in medical imaging[J]. Medical Physics, 40, 100901(2013).

    [8] Donoho D L. Compressed sensing[J]. IEEE Transactions on Information Theory, 52, 1289-1306(2006).

    [9] Candes E J, Romberg J, Tao T. Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information[J]. IEEE Transactions on Information Theory, 52, 489-509(2006).

    [10] Sidky E Y, Pan × C. Image reconstruction in circular cone-beam computed tomography by constrained, total-variation minimization[J]. Physics in Medicine and Biology, 53, 4777-4807(2008).

    [11] Xu Q, Yu H Y, Bennett J et al. Image reconstruction for hybrid true-color micro-CT[J]. IEEE Transactions on Bio-Medical Engineering, 59, 1711-1719(2012).

    [12] Zeng D, Gao Y, Huang J et al. Penalized weighted least-squares approach for multienergy computed tomography image reconstruction via structure tensor total variation regularization[J]. Computerized Medical Imaging and Graphics, 53, 19-29(2016).

    [13] Wu W, Zhang Y B, Wang Q et al. Low-dose spectral CT reconstruction using image gradient L0-norm and tensor dictionary[J]. Applied Mathematical Modelling, 63, 538-557(2018).

    [14] Xia W J, Wu W, Niu S Z et al. Spectral CT reconstruction: ASSIST: aided by self-similarity in image-spectral tensors[J]. IEEE Transactions on Computational Imaging, 5, 420-436(2019).

    [15] Hu D L, Wu W, Xu M R et al. SISTER: spectral-image similarity-based tensor with enhanced-sparsity reconstruction for sparse-view multi-energy CT[J]. IEEE Transactions on Computational Imaging, 6, 477-490(2020).

    [16] Kolda T G, Bader B W. Tensor decomposition and applications[J]. SIAM Review, 51, 455-500(2009).

    [17] Venkatakrishnan S V, Bouman C A, Wohlberg B. Plug-and-Play priors for model-based reconstruction[C], 945-948(2014).

    [19] Chan S H, Wang X R, Elgendy O A. Plug-and-play ADMM for image restoration: fixed-point convergence and applications[J]. IEEE Transactions on Computational Imaging, 3, 84-98(2017).

    [20] Cascarano P, Piccolomini E L, Morotti E et al. Plug-and-Play gradient-based denoisers applied to CT image enhancement[J]. Applied Mathematics and Computation, 422, 126967(2022).

    [21] Chang Y, Yan L, Zhao X L et al. Weighted low-rank tensor recovery for hyperspectral image restoration[J]. IEEE Transactions on Cybernetics, 50, 4558-4572(2020).

    [22] Andersen A H, Kak A C. Simultaneous Algebraic Reconstruction Technique (SART): a superior implementation of the ART algorithm[J]. Ultrasonic Imaging, 6, 81-94(1984).

    [23] Xu L, Lu C W, Xu Y et al. Image smoothing via L0 gradient minimization[J]. ACM Transactions on Graphics, 30, 1-12(2011).

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    Yizhong Wang, Ailong Cai, Ningning Liang, Xiaohuan Yu, Junru Ren, Lei Li, Bin Yan. Dual Plug and Play Multi-Energy Computed Tomography Reconstruction Algorithm[J]. Acta Optica Sinica, 2023, 43(14): 1434001

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    Paper Information

    Category: X-Ray Optics

    Received: Feb. 22, 2023

    Accepted: Apr. 3, 2023

    Published Online: Jul. 13, 2023

    The Author Email: Bin Yan (ybspace@hotmail.com)

    DOI:10.3788/AOS230582

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