A novel spatial-frequency filtering scheme for X-ray angiograms with simultaneous denoising and enhancement

被引:0
|
作者
Huang, Zhenghua [1 ]
Chen, Liang [2 ]
Fang, Hao [3 ]
Zhang, Tianxu [4 ]
机构
[1] Wuhan Inst Technol, Wuhan, Peoples R China
[2] Wuhan EasyDiag BioMed CoLTD, Wuhan, Peoples R China
[3] Wuhan Donghu Univ, Wuhan, Peoples R China
[4] Huazhong Univ Sci & Technol, Wuhan, Peoples R China
基金
中国国家自然科学基金;
关键词
X-ray angiograms; spatial-frequency filtering; image enhancement; image denoising;
D O I
10.1117/12.2538950
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
X-ray angiograms, which suffer from low-contrast and noise, need to be improved by both the image enhancement and denoising techniques. However, the goals of these two tasks usually conflict, which makes it difficult to efficiently combine the enhancement and denoising in one scheme. To solve this problem, we propose a novel spatial-frequency filtering (SFF) scheme to simultaneously enhance and denoise low-quality X-ray cardiovascular angiogram images. The proposed scheme includes three key components: Firstly, a relative total variation method is employed as a guide filter to separate an input image into two parts, including the base layer with strong structures and the detail layer with weak structures and noise. Then the base layer is enhanced by a proposed improved histogram equalization (IHE) method while the detail layer is extracted by a short-time Fourier transform and is further enhanced by using a proposed adaptive correction parameter. Finally, the improved image is the combination of results obtained by the two components. Both quantitative and qualitative results of experiments on real-world low-quality X-ray angiogram images demonstrate that the proposed method outperforms the state-of-the-arts in terms of contrast enhancement, structure preservation, and noise reduction.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] Medical X-ray Image Enhancement Based on Wavelet Domain Homomorphic Filtering and CLAHE
    Wen, He
    Qi, Wu
    Shuang, Li
    2016 INTERNATIONAL CONFERENCE ON ROBOTS & INTELLIGENT SYSTEM (ICRIS), 2016, : 249 - 254
  • [42] Spatial-frequency-dependent pulse height spectroscopy of x-ray scintillators using single x-ray imaging
    Dow, Scott
    Howansky, Adrian
    Lubinsky, A. R.
    Zhao, Wei
    MEDICAL IMAGING 2021: PHYSICS OF MEDICAL IMAGING, 2021, 11595
  • [43] Spatial Frequency Characterization of the X-Ray Scatter Signal in Breast Imaging
    Sechopoulos, I.
    Fei, B.
    Bliznakova, K.
    MEDICAL PHYSICS, 2013, 40 (06)
  • [44] Spatial frequency heterodyne imaging in the soft x-ray water window
    Bruza, P.
    Panek, D.
    Vrbova, M.
    Fidler, V.
    Rose-Petruck, C.
    APPLIED PHYSICS LETTERS, 2014, 104 (25)
  • [45] Spatial frequency spectrum of the x-ray scatter distribution in CBCT projections
    Bootsma, G. J.
    Verhaegen, F.
    Jaffray, D. A.
    MEDICAL PHYSICS, 2013, 40 (11)
  • [46] SELECTIVE MATERIAL X-RAY IMAGING USING SPATIAL FREQUENCY MULTIPLEXING
    MACOVSKI, A
    ALVAREZ, RE
    CHAN, JLH
    APPLIED OPTICS, 1974, 13 (10): : 2202 - 2208
  • [47] A novel event correlation scheme for X-ray photon correlation spectroscopy
    Chushkin, Y.
    Caronna, C.
    Madsen, A.
    JOURNAL OF APPLIED CRYSTALLOGRAPHY, 2012, 45 : 807 - 813
  • [48] A novel self-seeding scheme for hard X-ray FELs
    Geloni, Gianluca
    Kocharyan, Vitali
    Saldin, Evgeni
    JOURNAL OF MODERN OPTICS, 2011, 58 (16) : 1391 - 1403
  • [49] Novel Detection Scheme for X-Ray Small-Angle Scattering
    Li, Guang
    Cong, Wenxiang
    Michaelson, James S.
    Liu, Hong
    Gjesteby, Lars
    Wang, Ge
    IEEE TRANSACTIONS ON RADIATION AND PLASMA MEDICAL SCIENCES, 2018, 2 (04) : 315 - 325
  • [50] High Resolution X-Ray Laser Backlighting of Plasmas Using Spatial Filtering Technique
    Kozlova, M.
    Rus, B.
    Mocek, T.
    Polan, J.
    Homer, P.
    Snopek, D.
    Jakubczak, K.
    Fajardo, M.
    Sardinha, A. Barszczak
    X-RAY LASERS 2008, PROCEEDINGS, 2009, 130 : 417 - +