@article{ART002960817},
author={Hae-Chan Lee and Kyu-Cheol Cho},
title={Prediction of Doodle Images Using Neural Networks},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2023},
volume={28},
number={5},
pages={29-38},
doi={10.9708/jksci.2023.28.05.029}
TY - JOUR
AU - Hae-Chan Lee
AU - Kyu-Cheol Cho
TI - Prediction of Doodle Images Using Neural Networks
JO - Journal of The Korea Society of Computer and Information
PY - 2023
VL - 28
IS - 5
PB - The Korean Society Of Computer And Information
SP - 29
EP - 38
SN - 1598-849X
AB - Doodles, often possess irregular shapes and patterns, making it challenging for artificial intelligence to mechanically recognize and predict patterns in random doodles. Unlike humans who can effortlessly recognize and predict doodles even when circles are imperfect or lines are not perfectly straight, artificial intelligence requires learning from given training data to recognize and predict doodles. In this paper, we leverage a diverse dataset of doodle images from individuals of various nationalities, cultures, left-handedness, and right-handedness. After training two neural networks, we determine which network offers higher accuracy and is more suitable for doodle image prediction. The motivation behind predicting doodle images using artificial intelligence lies in providing a unique perspective on human expression and intent through the utilization of neural networks. For instance, by using the various images generated by artificial intelligence based on human-drawn doodles, we expect to foster diversity in artistic expression and expand the creative domain.
KW - Deep Learning;Neural Network;Doodle
DO - 10.9708/jksci.2023.28.05.029
ER -
Hae-Chan Lee and Kyu-Cheol Cho. (2023). Prediction of Doodle Images Using Neural Networks. Journal of The Korea Society of Computer and Information, 28(5), 29-38.
Hae-Chan Lee and Kyu-Cheol Cho. 2023, "Prediction of Doodle Images Using Neural Networks", Journal of The Korea Society of Computer and Information, vol.28, no.5 pp.29-38. Available from: doi:10.9708/jksci.2023.28.05.029
Hae-Chan Lee, Kyu-Cheol Cho "Prediction of Doodle Images Using Neural Networks" Journal of The Korea Society of Computer and Information 28.5 pp.29-38 (2023) : 29.
Hae-Chan Lee, Kyu-Cheol Cho. Prediction of Doodle Images Using Neural Networks. 2023; 28(5), 29-38. Available from: doi:10.9708/jksci.2023.28.05.029
Hae-Chan Lee and Kyu-Cheol Cho. "Prediction of Doodle Images Using Neural Networks" Journal of The Korea Society of Computer and Information 28, no.5 (2023) : 29-38.doi: 10.9708/jksci.2023.28.05.029
Hae-Chan Lee; Kyu-Cheol Cho. Prediction of Doodle Images Using Neural Networks. Journal of The Korea Society of Computer and Information, 28(5), 29-38. doi: 10.9708/jksci.2023.28.05.029
Hae-Chan Lee; Kyu-Cheol Cho. Prediction of Doodle Images Using Neural Networks. Journal of The Korea Society of Computer and Information. 2023; 28(5) 29-38. doi: 10.9708/jksci.2023.28.05.029
Hae-Chan Lee, Kyu-Cheol Cho. Prediction of Doodle Images Using Neural Networks. 2023; 28(5), 29-38. Available from: doi:10.9708/jksci.2023.28.05.029
Hae-Chan Lee and Kyu-Cheol Cho. "Prediction of Doodle Images Using Neural Networks" Journal of The Korea Society of Computer and Information 28, no.5 (2023) : 29-38.doi: 10.9708/jksci.2023.28.05.029