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Title: :  Automated Estimation of mTS Score in Hand Joint X-Ray Image Using Machine Learning
PaperId: :  8460
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 4 Issue 3 2018
DUI:    16.0415/IJARIIE-8460
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Shweta KhairnarPace university,New york
Sharvari KhairnarK K wagh collage Nashik

Abstract

Computer Engineering
Rheumatoid arthritis;, X-ray image ; modified total sharp score; Machine learning; Computer-aided diagnosis
Rheumatoid arthritis (RA) damages joints, and the destructed and/or deformed joint causes the pain and reduces the joint function. The prognosis can be improved by early treatment, but it requires accurate evaluation of the degree of RA progression to apply appropriate treatment. The modified total sharp (mTS) score in hand or foot X-ray image has been used to quantitatively evaluate the RA progression evaluation. However, the mTS score measurement takes huge labor and it is very time consuming method because a physician should evaluate progression grade for all hand joints, and the evaluation is subjective. This paper proposes an automated finger joint detection and mTS score estimation method using support vector machine. The experiment in 45 RA patients shows that the proposed method succeeded in detecting the finger joint and estimating the mTS score. As the number of learning data increases, the proposed method can estimate the mTS score with higher accuracy.

Citations

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IJARIIE Shweta Khairnar, and Sharvari Khairnar. "Automated Estimation of mTS Score in Hand Joint X-Ray Image Using Machine Learning" International Journal Of Advance Research And Innovative Ideas In Education Volume 4 Issue 3 2018 Page 414-419
MLA Shweta Khairnar, and Sharvari Khairnar. "Automated Estimation of mTS Score in Hand Joint X-Ray Image Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education 4.3(2018) : 414-419.
APA Shweta Khairnar, & Sharvari Khairnar. (2018). Automated Estimation of mTS Score in Hand Joint X-Ray Image Using Machine Learning. International Journal Of Advance Research And Innovative Ideas In Education, 4(3), 414-419.
Chicago Shweta Khairnar, and Sharvari Khairnar. "Automated Estimation of mTS Score in Hand Joint X-Ray Image Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education 4, no. 3 (2018) : 414-419.
Oxford Shweta Khairnar, and Sharvari Khairnar. 'Automated Estimation of mTS Score in Hand Joint X-Ray Image Using Machine Learning', International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 3, 2018, p. 414-419. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Automated_Estimation_of_mTS_Score_in_Hand_Joint_X_Ray_Image_Using_Machine_Learning_ijariie8460.pdf (Accessed : 07 June 2023).
Harvard Shweta Khairnar, and Sharvari Khairnar. (2018) 'Automated Estimation of mTS Score in Hand Joint X-Ray Image Using Machine Learning', International Journal Of Advance Research And Innovative Ideas In Education, 4(3), pp. 414-419IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Automated_Estimation_of_mTS_Score_in_Hand_Joint_X_Ray_Image_Using_Machine_Learning_ijariie8460.pdf (Accessed : 07 June 2023)
IEEE Shweta Khairnar, and Sharvari Khairnar, "Automated Estimation of mTS Score in Hand Joint X-Ray Image Using Machine Learning," International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 3, pp. 414-419, May-Jun 2018. [Online]. Available: https://ijariie.com/AdminUploadPdf/Automated_Estimation_of_mTS_Score_in_Hand_Joint_X_Ray_Image_Using_Machine_Learning_ijariie8460.pdf [Accessed : 07 June 2023].
Turabian Shweta Khairnar, and Sharvari Khairnar. "Automated Estimation of mTS Score in Hand Joint X-Ray Image Using Machine Learning." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 4 number 3 (07 June 2023).
Vancouver Shweta Khairnar, and Sharvari Khairnar. Automated Estimation of mTS Score in Hand Joint X-Ray Image Using Machine Learning. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2018 [Cited : 07 June 2023]; 4(3) : 414-419. Available from: https://ijariie.com/AdminUploadPdf/Automated_Estimation_of_mTS_Score_in_Hand_Joint_X_Ray_Image_Using_Machine_Learning_ijariie8460.pdf
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