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Computerized radiogrammetry of third metacarpal using watershed and active appearance model

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Abstract

    Osteoporosis is a bone disorder, causing loss of bone mass and increased risk of fragility fracture. Osteoporosis can be diagnosed at a low cost using computerized metacarpal radiogrammetry of the third metacarpal bone of hand X-ray images. The most widely used methods for segmentation of hand bones are deformable models such as Active Shape Model (ASM), Active Appearance Model (AAM), etc. that make use of prior information of the shape and appearance of the object. However, due to the presence of other metacarpal bones having similar shape and size in its proximity, segmentation of third metacarpal bone in isolation becomes challenging and the deformable methods could fail. In this paper, we propose a method to automatically locate and segment the third metacarpal bone using marker-controlled watershed segmentation. Radio-grammetric measurements are determined automatically from the shaft of the third metacarpal bone and can be used to derive bone indices for the detection of bone loss due to osteoporosis. The measurements obtained from the proposed method and AAM are compared with ground truth. The results obtained show that the proposed approach is an efficient method for automated radiogrammetry of third metacarpal bone that can be used as a low cost tool for the early diagnosis of osteoporosis.

    Original languageEnglish
    Title of host publicationProceedings - 2018 IEEE International Conference on Industrial Technology, ICIT 2018
    PublisherInstitute of Electrical and Electronics Engineers Inc.
    Pages1490-1495
    Number of pages6
    ISBN (Electronic)9781509059492
    DOIs
    Publication statusPublished - 27-04-2018
    Event19th IEEE International Conference on Industrial Technology, ICIT 2018 - Lyon, France
    Duration: 19-02-201822-02-2018

    Publication series

    NameProceedings of the IEEE International Conference on Industrial Technology
    Volume2018-February

    Conference

    Conference19th IEEE International Conference on Industrial Technology, ICIT 2018
    Country/TerritoryFrance
    CityLyon
    Period19-02-1822-02-18

    All Science Journal Classification (ASJC) codes

    • Computer Science Applications
    • Electrical and Electronic Engineering

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