@article{ART002708952},
author={Kimyeonho and Namgyu Kim},
title={Deep Learning-based Pes Planus Classification Model Using Transfer Learning},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2021},
volume={26},
number={4},
pages={21-28},
doi={10.9708/jksci.2021.26.04.021}
TY - JOUR
AU - Kimyeonho
AU - Namgyu Kim
TI - Deep Learning-based Pes Planus Classification Model Using Transfer Learning
JO - Journal of The Korea Society of Computer and Information
PY - 2021
VL - 26
IS - 4
PB - The Korean Society Of Computer And Information
SP - 21
EP - 28
SN - 1598-849X
AB - This study proposes a deep learning-based flat foot classification methodology using transfer learning.
We used a transfer learning with VGG16 pre-trained model and a data augmentation technique to generate a model with high predictive accuracy from a total of 176 image data consisting of 88 flat feet and 88 normal feet. To evaluate the performance of the proposed model, we performed an experiment comparing the prediction accuracy of the basic CNN-based model and the prediction model derived through the proposed methodology. In the case of the basic CNN model, the training accuracy was 77.27%, the validation accuracy was 61.36%, and the test accuracy was 59.09%. Meanwhile, in the case of our proposed model, the training accuracy was 94.32%, the validation accuracy was 86.36%, and the test accuracy was 84.09%, indicating that the accuracy of our model was significantly higher than that of the basic CNN model.
KW - Pes planus;Deep learning;Convolutional neural network(CNN);Transfer learning;Data Augmentation
DO - 10.9708/jksci.2021.26.04.021
ER -
Kimyeonho and Namgyu Kim. (2021). Deep Learning-based Pes Planus Classification Model Using Transfer Learning. Journal of The Korea Society of Computer and Information, 26(4), 21-28.
Kimyeonho and Namgyu Kim. 2021, "Deep Learning-based Pes Planus Classification Model Using Transfer Learning", Journal of The Korea Society of Computer and Information, vol.26, no.4 pp.21-28. Available from: doi:10.9708/jksci.2021.26.04.021
Kimyeonho, Namgyu Kim "Deep Learning-based Pes Planus Classification Model Using Transfer Learning" Journal of The Korea Society of Computer and Information 26.4 pp.21-28 (2021) : 21.
Kimyeonho, Namgyu Kim. Deep Learning-based Pes Planus Classification Model Using Transfer Learning. 2021; 26(4), 21-28. Available from: doi:10.9708/jksci.2021.26.04.021
Kimyeonho and Namgyu Kim. "Deep Learning-based Pes Planus Classification Model Using Transfer Learning" Journal of The Korea Society of Computer and Information 26, no.4 (2021) : 21-28.doi: 10.9708/jksci.2021.26.04.021
Kimyeonho; Namgyu Kim. Deep Learning-based Pes Planus Classification Model Using Transfer Learning. Journal of The Korea Society of Computer and Information, 26(4), 21-28. doi: 10.9708/jksci.2021.26.04.021
Kimyeonho; Namgyu Kim. Deep Learning-based Pes Planus Classification Model Using Transfer Learning. Journal of The Korea Society of Computer and Information. 2021; 26(4) 21-28. doi: 10.9708/jksci.2021.26.04.021
Kimyeonho, Namgyu Kim. Deep Learning-based Pes Planus Classification Model Using Transfer Learning. 2021; 26(4), 21-28. Available from: doi:10.9708/jksci.2021.26.04.021
Kimyeonho and Namgyu Kim. "Deep Learning-based Pes Planus Classification Model Using Transfer Learning" Journal of The Korea Society of Computer and Information 26, no.4 (2021) : 21-28.doi: 10.9708/jksci.2021.26.04.021
