Article: Application of 3D modelling in virtualisation of real works of art Journal: International Journal of Information and Communication Technology (IJICT) 2025 Vol.26 No.4 pp.39 - 56 Abstract: In order to improve the virtualisation effect of real works of art, this paper combines the idea of 3D modelling to virtualise real works of art. This paper introduces attention mechanism on the basis of AnimeGAN network that is, adding squeeze excitation residual block to the network. And makes some optimisation in the loss function of AnimeGAN, puts forward a brand-new ExpressionGAN, and uses ExpressionGAN to transfer the image style of artistic images. From the analysis of the experimental results, the method proposed has good performance in peak signal-to-noise ratio, content loss and style loss. It shows that the network model proposed in this paper can further enrich the stylisation effect of the image without losing the quality of the stylised image, and can virtualise 3D objects through style transfer method. Inderscience Publishers - linking academia, business and industry through research

Title: Application of 3D modelling in virtualisation of real works of art

Authors: Chujing Huang

Addresses: School of Fine Arts and Design, Nanchang Institute of Technology, Nanchang City, Jiangxi Province, 330044, China

Abstract: In order to improve the virtualisation effect of real works of art, this paper combines the idea of 3D modelling to virtualise real works of art. This paper introduces attention mechanism on the basis of AnimeGAN network that is, adding squeeze excitation residual block to the network. And makes some optimisation in the loss function of AnimeGAN, puts forward a brand-new ExpressionGAN, and uses ExpressionGAN to transfer the image style of artistic images. From the analysis of the experimental results, the method proposed has good performance in peak signal-to-noise ratio, content loss and style loss. It shows that the network model proposed in this paper can further enrich the stylisation effect of the image without losing the quality of the stylised image, and can virtualise 3D objects through style transfer method.

Keywords: 3D modelling; real; works of art; virtualisation.

DOI: 10.1504/IJICT.2025.144658

International Journal of Information and Communication Technology, 2025 Vol.26 No.4, pp.39 - 56

Received: 15 Oct 2024
Accepted: 02 Jan 2025
Published online: 25 Feb 2025 *

Title: Application of 3D modelling in virtualisation of real works of art

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