TY - GEN
T1 - BatikGAN
T2 - 3rd Joint International Workshop on Multimedia Artworks Analysis and International Workshop on Attractiveness Computing in Multimedia, MMArt-ACM 2020
AU - Chu, Wei Ta
AU - Ko, Lin Yu
N1 - Funding Information:
This work was partially supported by the Ministry of Science and Technology, Taiwan, under the grant 108-2221-E-006-227-MY3, 107-2221-E-006-239-MY2, 107-2923-E-194-003-MY3, 107-2627-H-155-001, and 107-2218-E-002-055.
PY - 2020/6/8
Y1 - 2020/6/8
N2 - We propose a texture synthesis method based on generative adversarial networks, focusing on a cultural emblem, called Batik, of southeastern Asian countries. We propose a two-stage training approach to construct the network, first generating patches and then combining patches to generate the entire Batik image. Regular repetition and synthesis artifact removal are jointly considered to guide model training. In the evaluation, we show that the proposed generator fuses two Batik styles, removes blocking artifacts, and generates harmonious Batik images. Qualitative and quantitative evaluations are provided to show promising performance from several perspectives.
AB - We propose a texture synthesis method based on generative adversarial networks, focusing on a cultural emblem, called Batik, of southeastern Asian countries. We propose a two-stage training approach to construct the network, first generating patches and then combining patches to generate the entire Batik image. Regular repetition and synthesis artifact removal are jointly considered to guide model training. In the evaluation, we show that the proposed generator fuses two Batik styles, removes blocking artifacts, and generates harmonious Batik images. Qualitative and quantitative evaluations are provided to show promising performance from several perspectives.
UR - http://www.scopus.com/inward/record.url?scp=85086778880&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85086778880&partnerID=8YFLogxK
U2 - 10.1145/3379173.3393710
DO - 10.1145/3379173.3393710
M3 - Conference contribution
AN - SCOPUS:85086778880
T3 - MMArt-ACM 2020 - Proceedings of the 2020 Joint Workshop on Multimedia Artworks Analysis and Attractiveness Computing in Multimedia
SP - 13
EP - 18
BT - MMArt-ACM 2020 - Proceedings of the 2020 Joint Workshop on Multimedia Artworks Analysis and Attractiveness Computing in Multimedia
PB - Association for Computing Machinery
Y2 - 8 June 2020
ER -