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@article{ART002789874},
author={Se-Heon Choi and Dong-Hwan Hwang and Kim， Do Hyun and Bak So Hyeon and Kim, yoon},
title={Efficient Osteoporosis Prediction Using A Pair of Ensemble Models},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2021},
volume={26},
number={12},
pages={45-52},
doi={10.9708/jksci.2021.26.12.045}

TY - JOUR
AU - Se-Heon Choi
AU - Dong-Hwan Hwang
AU - Kim， Do Hyun
AU - Bak So Hyeon
AU - Kim, yoon
TI - Efficient Osteoporosis Prediction Using A Pair of Ensemble Models
JO - Journal of The Korea Society of Computer and Information
PY - 2021
VL - 26
IS - 12
PB - The Korean Society Of Computer And Information
SP - 45
EP - 52
SN - 1598-849X
AB - In this paper, we propose a prediction model for osteopenia and osteoporosis based on a convolutional neural network(CNN) using computed tomography(CT) images. In a single CT image, CNN had a limitation in utilizing important local features for diagnosis. So we propose a compound model which has two identical structures. As an input, two different texture images are used, which are converted from a single normalized CT image. The two networks train different information by using dissimilarity loss function. As a result, our model trains various features in a single CT image which includes important local features, then we ensemble them to improve the accuracy of predicting osteopenia and osteoporosis. In experiment results, our method shows an accuracy of 77.11% and the feature visualize of this model is confirmed by using Grad-CAM.
KW - CT;Osteopenia;Osteoporosis;Dissimilarity loss function;Feature map;CNN
DO - 10.9708/jksci.2021.26.12.045
ER -

Se-Heon Choi, Dong-Hwan Hwang, Kim， Do Hyun, Bak So Hyeon and Kim, yoon. (2021). Efficient Osteoporosis Prediction Using A Pair of Ensemble Models. Journal of The Korea Society of Computer and Information, 26(12), 45-52.

Se-Heon Choi, Dong-Hwan Hwang, Kim， Do Hyun, Bak So Hyeon and Kim, yoon. 2021, "Efficient Osteoporosis Prediction Using A Pair of Ensemble Models", Journal of The Korea Society of Computer and Information, vol.26, no.12 pp.45-52. Available from: doi:10.9708/jksci.2021.26.12.045

Se-Heon Choi, Dong-Hwan Hwang, Kim， Do Hyun, Bak So Hyeon, Kim, yoon "Efficient Osteoporosis Prediction Using A Pair of Ensemble Models" Journal of The Korea Society of Computer and Information 26.12 pp.45-52 (2021) : 45.

Se-Heon Choi, Dong-Hwan Hwang, Kim， Do Hyun, Bak So Hyeon, Kim, yoon. Efficient Osteoporosis Prediction Using A Pair of Ensemble Models. 2021; 26(12), 45-52. Available from: doi:10.9708/jksci.2021.26.12.045

Se-Heon Choi, Dong-Hwan Hwang, Kim， Do Hyun, Bak So Hyeon and Kim, yoon. "Efficient Osteoporosis Prediction Using A Pair of Ensemble Models" Journal of The Korea Society of Computer and Information 26, no.12 (2021) : 45-52.doi: 10.9708/jksci.2021.26.12.045

Se-Heon Choi; Dong-Hwan Hwang; Kim， Do Hyun; Bak So Hyeon; Kim, yoon. Efficient Osteoporosis Prediction Using A Pair of Ensemble Models. Journal of The Korea Society of Computer and Information, 26(12), 45-52. doi: 10.9708/jksci.2021.26.12.045

Se-Heon Choi; Dong-Hwan Hwang; Kim， Do Hyun; Bak So Hyeon; Kim, yoon. Efficient Osteoporosis Prediction Using A Pair of Ensemble Models. Journal of The Korea Society of Computer and Information. 2021; 26(12) 45-52. doi: 10.9708/jksci.2021.26.12.045

Se-Heon Choi, Dong-Hwan Hwang, Kim， Do Hyun, Bak So Hyeon, Kim, yoon. Efficient Osteoporosis Prediction Using A Pair of Ensemble Models. 2021; 26(12), 45-52. Available from: doi:10.9708/jksci.2021.26.12.045

Se-Heon Choi, Dong-Hwan Hwang, Kim， Do Hyun, Bak So Hyeon and Kim, yoon. "Efficient Osteoporosis Prediction Using A Pair of Ensemble Models" Journal of The Korea Society of Computer and Information 26, no.12 (2021) : 45-52.doi: 10.9708/jksci.2021.26.12.045