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@article{ART002478961},
author={Jina Park and Hwanseung Yong},
title={Development of deep learning-based rock classifier for elementary, middle and high school education},
journal={Journal of Software Assessment and Valuation},
issn={2092-8114},
year={2019},
volume={15},
number={1},
pages={63-70},
doi={10.29056/jsav.2019.06.07}

TY - JOUR
AU - Jina Park
AU - Hwanseung Yong
TI - Development of deep learning-based rock classifier for elementary, middle and high school education
JO - Journal of Software Assessment and Valuation
PY - 2019
VL - 15
IS - 1
PB - Korea Software Assessment and Valuation Society
SP - 63
EP - 70
SN - 2092-8114
AB - These days, as Interest in Image recognition with deep learning is increasing, there has been a lot of research in image recognition using deep learning. In this study, we propose a system for classifying rocks through rock images of 18 types of rock(6 types of igneous, 6 types of metamorphic, 6 types of sedimentary rock) which are addressed in the high school curriculum, using CNN model based on Tensorflow, deep learning open source framework. As a result, we developed a classifier to distinguish rocks by learning the images of rocks and confirmed the classification performance of rock classifier. Finally, through the mobile application implemented, students can use the application as a learning tool in classroom or on-site experience.
KW - deep learning;tensorflow;image recognition;rock image;education
DO - 10.29056/jsav.2019.06.07
ER -

Jina Park and Hwanseung Yong. (2019). Development of deep learning-based rock classifier for elementary, middle and high school education. Journal of Software Assessment and Valuation, 15(1), 63-70.

Jina Park and Hwanseung Yong. 2019, "Development of deep learning-based rock classifier for elementary, middle and high school education", Journal of Software Assessment and Valuation, vol.15, no.1 pp.63-70. Available from: doi:10.29056/jsav.2019.06.07

Jina Park, Hwanseung Yong "Development of deep learning-based rock classifier for elementary, middle and high school education" Journal of Software Assessment and Valuation 15.1 pp.63-70 (2019) : 63.

Jina Park, Hwanseung Yong. Development of deep learning-based rock classifier for elementary, middle and high school education. 2019; 15(1), 63-70. Available from: doi:10.29056/jsav.2019.06.07

Jina Park and Hwanseung Yong. "Development of deep learning-based rock classifier for elementary, middle and high school education" Journal of Software Assessment and Valuation 15, no.1 (2019) : 63-70.doi: 10.29056/jsav.2019.06.07

Jina Park; Hwanseung Yong. Development of deep learning-based rock classifier for elementary, middle and high school education. Journal of Software Assessment and Valuation, 15(1), 63-70. doi: 10.29056/jsav.2019.06.07

Jina Park; Hwanseung Yong. Development of deep learning-based rock classifier for elementary, middle and high school education. Journal of Software Assessment and Valuation. 2019; 15(1) 63-70. doi: 10.29056/jsav.2019.06.07

Jina Park, Hwanseung Yong. Development of deep learning-based rock classifier for elementary, middle and high school education. 2019; 15(1), 63-70. Available from: doi:10.29056/jsav.2019.06.07

Jina Park and Hwanseung Yong. "Development of deep learning-based rock classifier for elementary, middle and high school education" Journal of Software Assessment and Valuation 15, no.1 (2019) : 63-70.doi: 10.29056/jsav.2019.06.07