지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2018.12
- 수록면
- 1,407 - 1,416 (10page)
이용수
초록· 키워드
오류제보하기
The purpose of this study was to train a model for the ulna and radius bone segmentation based on Convolutional Neural Networks and to verify the segmentation model. The data consisted of 840 training data, 210 tuning data, and 200 verification data. The learning model for the ulna and radius bone bwas based on U-Net (19 convolutional and 8 maximum pooling) and trained with 8 batch sizes, 0.0001 learning rate, and 200 epochs. As a result, the average sensitivity of the training data was 0.998, the specificity was 0.972, the accuracy was 0.979, and the Dice’s similarity coefficient was 0.968. In the validation data, the average sensitivity was 0.961, specificity was 0.978, accuracy was 0.972, and Dice’s similarity coefficient was 0.961. The performance of deep convolutional neural network based models for the segmentation was good for ulna and radius bone.
목차
ABSTRACT
1. 서론
2. 재료 및 방법
3. 결과
4. 고찰
REFERENCE
참고문헌 (17)
참고문헌 신청
[학술지(정기간행물)] - J. A. Kanis / 1994 / Assessment of Fracture Risk and Its Application to Screening for Postmenopausal Osteoporosis: Synopsis of a WHO Report / Osteoporosis International 4 (6) : 368 ~ 381
[학술지(정기간행물)] - A. Klibanski / 2001 / Osteoporosis Prevention, Diagnosis, and Therapy / Journal of the American Medical Association 285 (6) : 785 ~ 795
[학술지(정기간행물)] - E. Hernlund / 2013 / Osteoporosis in the European Union: Medical Management, Epidemiology and Economic Burden / Archives of Osteoporos 8 (1-2) : 136 ~
[학술지(정기간행물)] - 권주원 / 2009 / Dual Energy X-ray 흡수 영상의 분해를 통한 뼈 영역 추출 / 멀티미디어학회논문지 12 (9) : 1233 ~ 1241
[학술지(정기간행물)] - N. B. Watts / 2008 / National Osteoporosis Foundation 2008 Clinician's Guide to Prevention and Treatment of Osteoporosis and the World Health Organization Fracture Risk Assessment Tool (FRAX): What They Mean to the Bone Densitometrist and Bone Technologist / Journal of Clinical Densitometry 11 (4) : 473 ~ 477
[학술지(정기간행물)] - A. Klibanski / 2001 / Osteoporosis Prevention, Diagnosis, and Therapy / Journal of the American Medical Association 285 (6) : 785 ~ 795
[학술지(정기간행물)] - E. Hernlund / 2013 / Osteoporosis in the European Union: Medical Management, Epidemiology and Economic Burden / Archives of Osteoporos 8 (1-2) : 136 ~
[학술지(정기간행물)] - 권주원 / 2009 / Dual Energy X-ray 흡수 영상의 분해를 통한 뼈 영역 추출 / 멀티미디어학회논문지 12 (9) : 1233 ~ 1241
[학술지(정기간행물)] - N. B. Watts / 2008 / National Osteoporosis Foundation 2008 Clinician's Guide to Prevention and Treatment of Osteoporosis and the World Health Organization Fracture Risk Assessment Tool (FRAX): What They Mean to the Bone Densitometrist and Bone Technologist / Journal of Clinical Densitometry 11 (4) : 473 ~ 477
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