An Analysis of X-Ray Image Enhancement Methods for Vertebral Bone Segmentation

被引:0
|
作者
Ikhsan, Ili Ayuni Mohd [1 ]
Hussain, Aini
Zulkifley, Mohd Asyraf
Tahir, Nooritawati Md.
Mustapha, Aouache
机构
[1] Univ Kebangsaan Malaysia, Fac Engn & Built Environm, EESE Dept, Bangi 43600, Malaysia
关键词
I; Histogram technique; Gamma Correction technique; Contrast Limited Adaptive Histogram Equalizer;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Image enhancement is a critical component in getting a good segmentation, especially for x-ray images. Magnification of the contrast and sharpness of the image will increase the accuracy of the subsequent modules for an autonomous disease diagnosis system. In this paper, we analyze various methods of preprocessing techniques for vertebral bone segmentation. Three methods are considered which are histogram equalization (HE), gamma correction (GC) and contrast limited adaptive histogram equalizer (CLAHE). This work aims to compare and quantify the precision and accuracy of the techniques that are used to enhance the image quality. Experimental results of the system yield favorable results where the most accurate technique is CLAHE, followed by GC and HE.
引用
收藏
页码:208 / 211
页数:4
相关论文
共 50 条
  • [1] X-ray image segmentation for vertebral mobility analysis
    Benjelloun, Mohammed
    Mahmoudi, Said
    INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2008, 2 (06) : 371 - 383
  • [2] X-ray image segmentation for vertebral mobility analysis
    Mohammed Benjelloun
    Saïd Mahmoudi
    International Journal of Computer Assisted Radiology and Surgery, 2008, 2 : 371 - 383
  • [3] IMAGE SEGMENTATION OF BONE IN X-RAY PICTURES OF FEET
    Liang, Jian
    Pan, Bao-Chang
    Huang, Yong-Hui
    Fan, Xiao-Yan
    Tan, Jian-Hui
    PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, 2009, : 57 - +
  • [4] UNPAIRED IMAGE ENHANCEMENT FOR NEURITE SEGMENTATION IN X-RAY TOMOGRAPHY
    Rhoades, Jeff L.
    Sheridan, Arlo
    Narwani, Mukul
    Reicher, Brian
    Larson, Mark
    Xie, Shuhan
    Tri Nguyen
    Kuan, Aaron
    Pacureanu, Alexandra
    Lee, Wei-Chung Allen
    Funke, Jan
    2023 IEEE 20TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING, ISBI, 2023,
  • [5] An Interactive X-Ray Image Segmentation Technique for Bone Extraction
    Stolojescu-Crisan, Cristina
    Holban, Stefan
    PROCEEDINGS IWBBIO 2014: INTERNATIONAL WORK-CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING, VOLS 1 AND 2, 2014, : 1164 - 1171
  • [6] A Comparison of Image Enhancement Methods for Lumbar Spine X-ray Image
    Saenpaen, Jennarong
    Arwatchananukul, Sujitra
    Aunsri, Nattapol
    2018 15TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2018, : 798 - 801
  • [7] Review of Image Segmentation Methods for Dental X-Ray Radiographs
    Han, Zhiyuan
    Jiang, Xijun
    Wang, Chen
    Liu, Ruijun
    Computer Engineering and Applications, 2023, 59 (20) : 13 - 34
  • [8] X-ray jaws image enhancement and analysis for numerical evaluation of the degree of bone regeneration
    Karolczak, Lukasz
    Materka, Andrzej
    Kozakiewicz, Marcin
    2014 SIGNAL PROCESSING: ALGORITHMS, ARCHITECTURES, ARRANGEMENTS, AND APPLICATIONS (SPA), 2014, : 166 - 171
  • [9] A Segmentation Method for Mammogram X-ray Image Based on Image Enhancement with Wavelet Fusion
    Liang Zhengyou
    Gou Xiaoshan
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS RESEARCH AND MECHATRONICS ENGINEERING, 2015, 121 : 122 - 129
  • [10] Dental X-ray image segmentation
    Said, EH
    Fahmy, G
    Nassar, D
    Ammar, H
    BIOMETRIC TECHNOLOGY FOR HUMAN IDENTIFICATION, 2004, 5404 : 409 - 417