@article{ART003153793},
author={Seohyun Baek and So-Jeong Park and So-Eun Park and You-min Im and Bo-A Rhee and Jongwon Choi},
title={Identification of Korean Neo-Realism Artists Through CLIP-Based Analysis},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2024},
volume={29},
number={12},
pages={317-328}
TY - JOUR
AU - Seohyun Baek
AU - So-Jeong Park
AU - So-Eun Park
AU - You-min Im
AU - Bo-A Rhee
AU - Jongwon Choi
TI - Identification of Korean Neo-Realism Artists Through CLIP-Based Analysis
JO - Journal of The Korea Society of Computer and Information
PY - 2024
VL - 29
IS - 12
PB - The Korean Society Of Computer And Information
SP - 317
EP - 328
SN - 1598-849X
AB - This study proposes a methodology for analyzing artwork features and classifying artists using image data. Unlike prior research focused on Western artworks, it builds and utilizes a dataset of Korean Neo-Realism (i.e. Shinsasilpa) artists. The image encoder of the CLIP model transformed the semantic features of the artwork into a vector space and, by learning together with the textual description, more deeply understood the meaning of the image. Furthermore, hue information via RGB and HSV color space analysis, and texture characteristics through GLCM-based analysis. These features were integrated into representative feature vectors and analyzed with K-means clustering, achieving 87.4% classification accuracy. Visualization results demonstrated the model's effectiveness in identifying image similarities and accurately classifying artworks in an unsupervised learning context, while highlighting unique hue and texture characteristics of each cluster, revealing formal and artistic tendencies in artworks.
KW - 컴퓨테이셔널 분석;한국 회화;신사실파;대조적 언어-이미지 사전 학습;K-평균 군집화
DO -
UR -
ER -
Seohyun Baek, So-Jeong Park, So-Eun Park, You-min Im, Bo-A Rhee and Jongwon Choi. (2024). Identification of Korean Neo-Realism Artists Through CLIP-Based Analysis. Journal of The Korea Society of Computer and Information, 29(12), 317-328.
Seohyun Baek, So-Jeong Park, So-Eun Park, You-min Im, Bo-A Rhee and Jongwon Choi. 2024, "Identification of Korean Neo-Realism Artists Through CLIP-Based Analysis", Journal of The Korea Society of Computer and Information, vol.29, no.12 pp.317-328.
Seohyun Baek, So-Jeong Park, So-Eun Park, You-min Im, Bo-A Rhee, Jongwon Choi "Identification of Korean Neo-Realism Artists Through CLIP-Based Analysis" Journal of The Korea Society of Computer and Information 29.12 pp.317-328 (2024) : 317.
Seohyun Baek, So-Jeong Park, So-Eun Park, You-min Im, Bo-A Rhee, Jongwon Choi. Identification of Korean Neo-Realism Artists Through CLIP-Based Analysis. 2024; 29(12), 317-328.
Seohyun Baek, So-Jeong Park, So-Eun Park, You-min Im, Bo-A Rhee and Jongwon Choi. "Identification of Korean Neo-Realism Artists Through CLIP-Based Analysis" Journal of The Korea Society of Computer and Information 29, no.12 (2024) : 317-328.
Seohyun Baek; So-Jeong Park; So-Eun Park; You-min Im; Bo-A Rhee; Jongwon Choi. Identification of Korean Neo-Realism Artists Through CLIP-Based Analysis. Journal of The Korea Society of Computer and Information, 29(12), 317-328.
Seohyun Baek; So-Jeong Park; So-Eun Park; You-min Im; Bo-A Rhee; Jongwon Choi. Identification of Korean Neo-Realism Artists Through CLIP-Based Analysis. Journal of The Korea Society of Computer and Information. 2024; 29(12) 317-328.
Seohyun Baek, So-Jeong Park, So-Eun Park, You-min Im, Bo-A Rhee, Jongwon Choi. Identification of Korean Neo-Realism Artists Through CLIP-Based Analysis. 2024; 29(12), 317-328.
Seohyun Baek, So-Jeong Park, So-Eun Park, You-min Im, Bo-A Rhee and Jongwon Choi. "Identification of Korean Neo-Realism Artists Through CLIP-Based Analysis" Journal of The Korea Society of Computer and Information 29, no.12 (2024) : 317-328.
