Medical Ultrasound Image: A Pre-processing Approach towards Reconstruction

被引:0
|
作者
Al-Asad, Jawad F. [1 ]
机构
[1] Prince Mohammad bin Fahd Univ, Dept Elect Engn, Khobar, Saudi Arabia
关键词
Envelope image; Decimation; Speckle noise; Principle Component Analysis; Non-linear thresholding;
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
Almost all despeckling schemes have worked on removing speckle noise from the medical ultrasound image after reconstruction; in the final stage when the image is displayed on the screen. In this paper we use the principle component analysis approach (PCA) and Improved PCA (IPCA) by using a nonlinear soft thresholding technique to remove speckle noise from the medical ultrasound image before reconstruction. Wiener filter and NLmeans filter are used as benchmark for performance comparison with PCA and IPCA. Performance comparison is done between despeckling the image before decimation and after decimation. Despeckling the image before decimation has removed the speckle noise more efficiently than despeckling it after decimation and maintained the texture of the original image. Wiener filter and NLmeans were found less efficient than PCA or IPCA in removing speckle noise. IPCA has provided better visual and numerical results than PCA and that is mainly in terms of edge detection and peak signal to noise ratio.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Image processing and pre-processing for medical ultrasound
    Lizzi, FL
    Feleppa, EJ
    29TH APPLIED IMAGERY PATTERN RECOGNITION WORKSHOP, PROCEEDINGS, 2000, : 187 - 192
  • [2] 4D Ultrasound Adaptive Image Pre-processing
    Elnokrashy, Ahmed F.
    Kadah, Yasser M.
    2018 35TH NATIONAL RADIO SCIENCE CONFERENCE (NRSC), 2018, : 214 - 222
  • [3] Improved adaptive neighborhood pre-processing for medical image enhancement
    Tsai, DY
    Lee, Y
    COMPUTATIONAL AND INFORMATION SCIENCE, PROCEEDINGS, 2004, 3314 : 576 - 581
  • [4] IMAGE PRE-PROCESSING TOOL
    Miljkovic, Olga
    KRAGUJEVAC JOURNAL OF MATHEMATICS, 2009, 32 : 97 - 107
  • [5] Improving thorax spiral CT image reconstruction with pre-processing treatment
    School of Mechatronics, Northwestern Polytechnical University, Xi'an 710072, China
    不详
    不详
    Xibei Gongye Daxue Xuebao, 2009, 6 (812-816): : 812 - 816
  • [6] A New Multimodal Brain Tumour Image Fusion for Pre-processing of Medical Image Database
    Bosco, Denzil T.
    Narayanan, Lakshmi A.
    Veeramuthu, A.
    2017 INTERNATIONAL CONFERENCE ON COMMUNICATION AND SIGNAL PROCESSING (ICCSP), 2017, : 1724 - 1728
  • [7] Pre-processing for single image dehazing
    Yang, Minmin
    Liu, Jianchang
    Li, Zhengguo
    Tan, Shubin
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2020, 83
  • [8] A Survey on Pre-Processing in Image Matting
    Gui-Lin Yao
    Journal of Computer Science and Technology, 2017, 32 : 122 - 138
  • [9] A Review of Fingerprint Image Pre-processing
    Abbood, Alaa Ahmed y
    Sulong, Ghazali
    Peters, Sabine U.
    JURNAL TEKNOLOGI, 2014, 69 (02):
  • [10] A Survey on Pre-Processing in Image Matting
    Yao, Gui-Lin
    JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2017, 32 (01) : 122 - 138