[Retracted] Correlation Analysis between the Emotion and Aesthetics for Chinese Classical Garden Design Based on Deep Transfer Learning

Abstract

Garden design with healthy psychological characteristics is a design method that mines positive psychological expressions and converts them into garden design elements. Chinese classical gardens are cultural heritage of China. Studying the beauty of space in classical gardens is of great significance to inheriting traditional culture, traditional art, and traditional aesthetics. At present, the research hotspots of garden design with healthy psychological characteristics mainly focus on the construction of relevant research theories and methods with the help of various intelligent tools. In this study, we propose a deep learning-based end-to-end model to recognize the positive psychological design of a Chinese classical garden. The model is designed based on Inception V3 that is proposed by Google. The innovation lies in that transfer learning which is integrated into Inception V3 to improve the generalization ability. Also, it is not necessary to encode the characteristics of the garden design style due to the end-to-end structure used in our proposed model. We design a positive psychological characteristics classification task to recognize high aesthetic feeling and low aesthetic feeling of rockery design. Experimental results indicate that our proposed model wins the best performance compared with other comparison models.

How do aesthetics and tourist involvement influence cultural identity in heritage tourism? The mediating role of mental experience

“…Furthermore, most of the studies had been conducted on the aesthetic aspects of human perceptions of heritage landscapes, which are primarily on art and landscape gardening ( Zhang R. et al, 2021 ; Guanglong and Qian, 2022 ; Zheng et al, 2022 ), and conclusion include the value of heritage aesthetics, the connotation of heritage landscape aesthetics, and aesthetic deconstruction, but little attention has been paid to the impact of heritage tourism aesthetics on mental experience, tourist involvement, and cultural identity.…”

“…Chinese classical gardens are the cultural heritage of China. Studying the spatial beauty of classical garden is of great significance to inherit conventional culture, conventional art, and concentional aesthetics (Guanglong and Qian, 2022;Zheng et al, 2022Zheng et al, ). 10.3389/fpsyg.2022 We can understand that aesthetic experience is a cognitive and processing process, among which aesthetic judgment is a cognitive part of this process.…”

“…Chinese classical gardens are the cultural heritage of China. Studying the spatial beauty of classical garden is of great significance to inherit conventional culture, conventional art, and concentional aesthetics ( Guanglong and Qian, 2022 ; Zheng et al, 2022 ).…”

“…Therefore, this paper combines the SOR model and ABC theory and applies them to the research of heritage tourism, expanding the extension and applicable situation of ABC theory. Second, most of the studies on the aesthetic aspects of heritage tourism focused on the fields of art and landscape architecture ( Zhang R. et al, 2021 ; Guanglong and Qian, 2022 Zheng et al, 2022 ), whose findings can be summarized as the value of heritage aesthetics, the connotations of heritage landscape aesthetics, and aesthetic deconstruction, but little attention has been paid to the impact of heritage tourism aesthetics on mental experience, tourist involvement, and cultural identity. Finally, in the test of mediating effects, this study found that mental experience plays a significant mediating role in the impact paths of both heritage tourism aesthetics and tourist involvement in cultural identity.…”

Retracted: Correlation Analysis between the Emotion and Aesthetics for Chinese Classical Garden Design Based on Deep Transfer Learning

“…Tis article has been retracted by Hindawi following an investigation undertaken by the publisher [1]. Tis investigation has uncovered evidence of one or more of the following indicators of systematic manipulation of the publication process:…”