Automatic Detection of fracture in femur bones using Image Processing

被引:0
|
作者
Tripathi, Ankur Mani [1 ]
Upadhyay, Abhishek [1 ]
Rajput, Akanksha Singh [1 ]
Singh, Ajay Pal [1 ]
Kumar, Brajesh [1 ]
机构
[1] MJP Rohilkhand Univ, Dept Comp Sci & IT, Bareilly, Uttar Pradesh, India
关键词
Feature extraction; Image enhancement; Image edge detection; Image classification; Morphological operation; Support Vector Machine;
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
The femur is the enlarged and the vigorous bone in the human body, ranging from the hip to the knee. This bone is responsible for the creation of Red Blood Cell in the body. Since this bone is a major part of the body, a method is proposed through this paper to visualize and classify deformities for locating fractures in the femur through image processing techniques. The input image is preprocessed to highlight the domain of interest. In the process, the foreground which is the major domain of interest is figured out by suppressing the background details. The mathematical morphological techniques are used for these operations. With the help of basic morphological operations, the foreground is highlighted and edge detection is used to highlight the objects in the foreground. The processed image is classified using the support vector machine (SVM) to distinguish fractured and unfractured sides of the bone.
引用
收藏
页数:5
相关论文
共 50 条
  • [31] Automatic Detection of Transformer Respirator Based on Image Processing
    Hu, Yuling
    Wei, Shanshan
    Gao, Peng
    Shi, Xiaolong
    2017 CHINESE AUTOMATION CONGRESS (CAC), 2017, : 511 - 515
  • [32] Automatic counterflow detection in subway corridors by image processing
    Bouchafa, S
    Aubert, D
    Beheim, L
    Sadji, A
    ITS JOURNAL, 2000, 6 (02): : 97 - 123
  • [33] Automatic detection of micronuclei by cell microscopic image processing
    Toossi, Mohammad Taghi Bahreyni
    Azimian, Hosein
    Sarrafzadeh, Omid
    Mohebbi, Shokoufeh
    Soleymanifard, Shokouhozaman
    MUTATION RESEARCH-FUNDAMENTAL AND MOLECULAR MECHANISMS OF MUTAGENESIS, 2017, 806 : 9 - 18
  • [34] Automatic vegetable chopper using image processing
    Pratap, K. Aditya
    Marjorie, S. Roji
    Saikumar, M.
    MATERIALS TODAY-PROCEEDINGS, 2020, 33 : 4787 - 4789
  • [35] Automatic traffic estimation using image processing
    Niksaz, Pejman
    International Journal of Signal Processing, Image Processing and Pattern Recognition, 2012, 5 (04) : 167 - 174
  • [36] Bone Fracture Detection from X-Ray Image of Human Fingers Using Image Processing
    Bharodiya, Anil K.
    Gonsai, Atul M.
    EMERGING TRENDS IN EXPERT APPLICATIONS AND SECURITY, 2019, 841 : 47 - 53
  • [37] An Approach to the Automatic Detection of Weld Defects in Radiography Films Using Digital Image Processing
    Ngon Dang Thien
    Cuong Le Chi
    Ha Nguyen Ngoc
    2017 INTERNATIONAL CONFERENCE ON SYSTEM SCIENCE AND ENGINEERING (ICSSE), 2017, : 371 - 374
  • [38] Development of Fertile Egg Detection and Incubation System Using Image Processing and Automatic Candling
    Tolentino, Lean Karlo S.
    Enrico, Emmanuel Justine G.
    Listanco, Ralph Lawrence M.
    Ramirez, Mark Anthony M.
    Renon, Ted Lorenz U.
    Samson, Mark Rikko B.
    PROCEEDINGS OF TENCON 2018 - 2018 IEEE REGION 10 CONFERENCE, 2018, : 0701 - 0706
  • [39] Automatic Detection of Diabetic Retinopathy using Image Processing and Data Mining Techniques.
    Argade, Ketki S.
    Deshmukh, Kshitija A.
    Narkhede, Madhura M.
    Sonawane, Nayan N.
    Jore, Sandeep
    2015 International Conference on Green Computing and Internet of Things (ICGCIoT), 2015, : 517 - 521
  • [40] Development and evaluation of an automatic acne lesion detection program using digital image processing
    Min, Seonguk
    Kong, Hyoun-joong
    Yoon, Chiyul
    Kim, Hee Chan
    Suh, Dae Hun
    SKIN RESEARCH AND TECHNOLOGY, 2013, 19 (01) : E423 - E432