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Automated mTS Score Estimation of Rheumatoid Arthritis in Hand Radiograph Using SVR
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- MORITA Kento
- Graduate School of Engineering, University of Hyogo JSPS Research Fellowship for Young Scientists (DC)
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- TASHITA Atsuki
- Graduate School of Engineering, University of Hyogo
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- NII Manabu
- Graduate School of Engineering, University of Hyogo
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- KOBASHI Syoji
- Graduate School of Engineering, University of Hyogo
Bibliographic Information
- Other Title
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- SVRを用いた手関節X線画像におけるリウマチmTSスコアの推定
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Description
<p>There are 700,000 of Rheumatoid Arthritis (RA) patients in Japan, and the number of patients is increased by 30,000 annually. Early treatment is effective to improve patientʼs prognosis. However, the appropriate treatment is required according to the progress of Rheumatoid Arthritis. The modified Total Sharp (mTS) score evaluates the progression of RA on the hand or foot X-ray. The mTS score evaluation is required several times a year for the effective treatment of RA. The mTS score assessment needs very long time. The automatic mTS score calculation system is required. This paper proposes the finger joint detection method and the mTS score calculation method using Support Vector Machine. Experimental results on 90 RA patientʼs X-ray images showed that the proposed method detects finger joints with accuracy of 81.4 (%), and estimated the erosion and JSN score with accuracy of 56.1, 60.4 (%), respectively.</p>
Journal
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- Medical Imaging Technology
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Medical Imaging Technology 36 (5), 238-242, 2018
The Japanese Society of Medical Imaging Technology
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Keywords
Details 詳細情報について
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- CRID
- 1390282763074173952
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- NII Article ID
- 130007534774
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- ISSN
- 21853193
- 0288450X
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- Text Lang
- ja
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- Data Source
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- JaLC
- CiNii Articles
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- Abstract License Flag
- Disallowed