Journal of Infrared and Millimeter Waves, Volume. 40, Issue 1, 108(2021)

GPU accelerated level set model solving by lattice boltzmann method with application to image segmentation

Wen-Jun SHI1, Deng-Wei WANG2,3、*, Wan-Suo LIU1, and Da-Gang JIANG2,3
Author Affiliations
  • 1Aviation Maintenance School for NCO,Air Force Engineering University,Xinyang 464000,China
  • 2School of Aeronautics and Astronautics,University of Electronic Science and Technology of China,Chengdu 611731,China
  • 3Aircraft Swarm Intelligent Sensing and Cooperative Control Key Laboratory of Sichuan Province,Chengdu 611731,China
  • show less
    References(27)

    [1] Kass M., Witkin A., Terzopoulos D.. Snakes: active contour models[J]. International Journal of Computer Vision, 1, 321-331(1988).

    [2] Caselles V., Kimmel R., Sapiro G.. Geodesic active contours[C], 694-699(1995).

    [3] Zhu G.P., Zhang Sh.Q., Zeng Q.SH. et al. Boundary-based image segmentation using binary level set method[J]. Optical Engineering, 46, 050501-1-050501-3(2007).

    [4] Osher S., Sethian J.A.. Fronts propagating with curvature dependent speed: algorithms based on Hamilton–Jacobi formulations[J]. Journal of Computational Physics, 79, 12-49(1988).

    [5] Li C., Kao C., Gore J. et al. Minimization of region-scalable fitting energy for image segmentation[J]. IEEE Transactions on Image Processing, 17, 1940-1949(2008).

    [6] Tsai A., Yezzi A., Willsky A.S.. Curve evolution implementation of the Mumford-Shah functional for image segmentation, denoising, interpolation, and magnification[J]. IEEE Transaction on Image Processing, 10, 1169-1186(2001).

    [7] Vese L.A., Chan T.F.. A multiphase level set framework for image segmentation using the Mumford-Shah model[J]. International Journal of Computer Vision, 50, 271-293(2002).

    [8] Vasilevskiy A., Siddiqi K.. Flux-maximizing geometric flows[J]. IEEE Transaction on Pattern Analysis and Machine Intelligence, 24, 1565-1578(2002).

    [9] Caselles Vicent, Kimmel Ron, Sapiro Guillermo. Geodesic Active Contours[J]. International Journal of Computer Vision, 22, 61-79(1997).

    [10] Xu Chenyang, Prince Jerry L.. Snakes, Shapes, and Gradient Vector Flow[J]. IEEE Transactions on Image Processing, 7, 359-369(1998).

    [11] Chan Tony F., Vese Luminita A.. Active Contours Without Edges[J]. IEEE Transactions on Image Processing, 10, 266-277(2001).

    [12] Ronfard Remi. Region-Based Strategies for Active Contour Models[J]. International Journal of Computer Vision, 13, 229-251(1994).

    [13] Li Chunming, Kao Chiu-Yen, Gore John C. et al. Implicit Active Contours Driven by Local Binary Fitting Energy[C], 1-7(2007).

    [14] Li Wang, He Lei, Mishra Arabinda et al. Active contours driven by local Gaussian distribution fitting energy[J]. Signal Processing, 89, 2435-2447(2009).

    [15] Zhang Kaihua, Song Huihui, Zhang Lei. Active contours driven by local image fitting energy[J]. Pattern Recognition, 43, 1199-1206(2010).

    [16] Li Chunming, Xu Chenyang, Gui Changfeng et al. Fox. Level Set Evolution Without Re-initialization: A New Variational Formulation[C], 430-436(2005).

    [17] Zijdenbos A. P., Dawant B. M., Margolin R. A. et al. Morphometric Analysis of White Matter Lesions in MR Images: Method and Validation[J]. IEEE Transactions on Medical Imaging, 13, 716-724(1994).

    [18] Chang Q., Yang T.. A lattice Boltzmann method for image denoising[J]. IEEE Trans. Image Process, 18, 2797-2802(2009).

    [19] Qian Y. H., D'Humieres D., Lallemand P.. Lattice BGK models for Navier-Stokes equation[J]. Europhys. Lett, 17, 479-484(1992).

    [20] Chen S., Doolen G. D.. Lattice Boltzmann method for fluid flows[J]. Annu. Rev. Fluid Mech., 30, 329-364(1998).

    [21] He X., Zou Q., Luo L.-S. et al. Analytic solutions of simple flows and analysis of nonslip boundary conditions for the lattice Boltzmann BGK model[J]. J. Statist. Phys., 87, 115-136(1997).

    [22] Zhao Y.. Lattice Boltzmann based PDE solver on the GPU[J]. Visual Comput, 24, 323-333(2007).

    [23] Wang Dengwei, Li Chunrong, Shi Wenjun. Research on Laser Imaging Simulation and Multi-Dimensional Distinguishable Criterion Construction[J]. Electronics Optics & Control, 24, 76-80, 86(2017).

    [24] Moran R B M A. Multivariate Observations. by G. A. F. Seber[J]. Journal of the Royal Statal Society, 147, 701(1984).

    [25] Kuntimad G, Ranganath HS. Perfect image segmentation using pulse coupled neural networks[J]. IEEE Transactions on Neural Networks, 10, 591-598(1999).

    [26] Zheng Q., Lu Z., Yang W. et al. A robust medical image segmentation method using KL distance and local neighborhood information[J]. Comput. Biol. Med., 43, 459-470(2013).

    [27] Vovk U., Pernus F., Likar B.. A review of methods for correction of intensity inhomogeneity in MRI[J]. IEEE Trans. Med. Imaging, 26, 405-421(2007).

    Tools

    Get Citation

    Copy Citation Text

    Wen-Jun SHI, Deng-Wei WANG, Wan-Suo LIU, Da-Gang JIANG. GPU accelerated level set model solving by lattice boltzmann method with application to image segmentation[J]. Journal of Infrared and Millimeter Waves, 2021, 40(1): 108

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Research Articles

    Received: Nov. 6, 2019

    Accepted: --

    Published Online: Aug. 30, 2021

    The Author Email: Deng-Wei WANG (wdengwei@126.com)

    DOI:10.11972/j.issn.1001-9014.2021.01.016

    Topics