Contrast enhancement of x-ray image based on singular value selection

被引:7
|
作者
Lin, Wei-Chun [1 ]
Wang, Jing-Wein [2 ]
Lin, Shu-Yuan [3 ]
机构
[1] Kaohsiung Municipal Minsheng Hosp, Dept Orthoped Surg, Kaohsiung 807, Taiwan
[2] Natl Kaohsiung Univ Appl Sci, Inst Photon & Commun, Kaohsiung 807, Taiwan
[3] Kaohsiung Vet Gen Hosp, Dept Emergency Med, Kaohsiung 807, Taiwan
关键词
contrast enhancement; singular value decomposition selection; visual analog scale; fracture roentgenogram; VISUAL ANALOG SCALE;
D O I
10.1117/1.3378111
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Low-contrast profile images are frequently encountered in medical practice, and the correct interpretation of these images is of vital importance. This study introduces a contrast enhancement technique based on singular value decomposition (SVD) to enhance low-contrast fracture x-ray images. We propose a development of the traditional singular value solution by applying a feature selection process on the extracted singular values. The proposal calls for the establishment of a feature space in which the interpretability or perception of information in images for human viewers is enhanced, while noise and blurring are reduced. In this approach, the area of interest is manually cropped, and histogram equalization (HE) and singular value selection procedures are then conducted for comparative study. This approach exploits the spectral property of SVD, and the singular value selection algorithm is developed based on the corresponding Fourier domain technique for high frequency enhancement. The proposed method can generate more enhanced views of the target images than HE processing. Ten physicians confirm the performance of the proposed model using the visual analog scale (VAS). The average VAS score improves from 2.5 with HE to 8.3 using the proposed method. Experimental results indicate that the proposed method is helpful in fracture x-ray image processing. (C) 2010 Society of Photo-Optical Instrumentation Engineers. [DOI: 10.1117/1.3378111]
引用
收藏
页数:10
相关论文
共 50 条
  • [1] X-ray image enhancement via determinant based feature selection
    R. Tappenden
    J. Hegarty
    R. Broughton
    A. Butler
    I. Coope
    P. Renaud
    Australasian Physical & Engineering Sciences in Medicine, 2013, 36 : 449 - 455
  • [2] X-ray image enhancement via determinant based feature selection
    Tappenden, R.
    Hegarty, J.
    Broughton, R.
    Butler, A.
    Coope, I.
    Renaud, P.
    AUSTRALASIAN PHYSICAL & ENGINEERING SCIENCES IN MEDICINE, 2013, 36 (04) : 449 - 455
  • [3] X-Ray Enhancement Based on Component Attenuation, Contrast Adjustment, and Image Fusion
    Huang, Ching-Chun
    Manh-Hung Nguyen
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2019, 28 (01) : 127 - 141
  • [4] Brightness preserving based on singular value decomposition for image contrast enhancement
    Atta, Randa
    Abdel-Kader, Rabab Farouk
    OPTIK, 2015, 126 (7-8): : 799 - 803
  • [5] Automatic x-ray image contrast enhancement based on parameter auto-optimization
    Qiu, Jianfeng
    Li, H. Harold
    Zhang, Tiezhi
    Ma, Fangfang
    Yang, Deshan
    JOURNAL OF APPLIED CLINICAL MEDICAL PHYSICS, 2017, 18 (06): : 218 - 223
  • [6] Contrast enhancement of propagation based X-ray phase contrast imaging
    Pan, Adam
    Xu, Ling
    Petruccelli, Jon C.
    Gupta, Rajiv
    Barbastathis, George
    ADVANCES IN COMPUTATIONAL METHODS FOR X-RAY OPTICS III, 2014, 9209
  • [7] Research on the contrast enhancement algorithm of synchrotron radiation X-Ray image
    Shanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai
    201800, China
    不详
    100049, China
    Guangxue Xuebao, 3
  • [8] X-ray Image Enhancement Based on Wavelet Transform
    Feng, Jiao
    Xiong, Naixue
    Bi Shuoben
    2008 IEEE ASIA-PACIFIC SERVICES COMPUTING CONFERENCE, VOLS 1-3, PROCEEDINGS, 2008, : 1568 - +
  • [9] Contrast enhancement in X-ray phase contrast tomography
    1600, Optical Society of America (OSA) (22):
  • [10] Contrast enhancement in X-ray phase contrast tomography
    Pan, Adam
    Xu, Ling
    Petruccelli, Jon C.
    Gupta, Rajiv
    Singh, Bipin
    Barbastathis, George
    OPTICS EXPRESS, 2014, 22 (15): : 18020 - 18026