文献类型：期刊文献

英文题名：Research on User’s Subjective Preference of Taohuawu New Year Painting Based on CycleGAN

作者：Dai, Funan[1]; Jiang, Zhengqing[1]; Fang, Yiao[1]; Guan, Xin[1]

机构：[1] East China University of Science and Technology, Shanghai, 200030, China

年份：2023

卷号：941 LNEE

起止页码：44

外文期刊名：Lecture Notes in Electrical Engineering

收录：EI(收录号：20223512669488)

语种：英文

摘要：Objective. Exploring a feasible method for studying users’ subjective preferences of image samples based on style transfer; exploring contemporary young people’s subjective preference for different styles in the historical development of Taohuawu New Year painting. Methods. A detailed review of the development and style evolution of Taohuawu New Year painting. CycleGAN (Cycle Generative Adversarial Networks) was used to transfer the two artistic styles of Changmen Kusu Prints and Taohuawu woodblock New Year paintings to the typical representative pictures of Taohuawu New Year pictures, and to conduct user preference experiments on the images of the two styles. Results. The images of Changmen Kusu Prints style had higher user preference. Conclusions. CycleGAN can be effectively applied to the study of users’ subjective preference for images; Changmen Kusu Prints is more favored by contemporary young people in terms of quality, style and subject matter, and it is necessary to focus on its inheritance and development. ? 2023, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.