<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>In this paper, the design process of cultural and creative product design is first constructed in the context of deep learning and the categories of cultural idea factors are planned. The training of the network for the image extraction classification task is accelerated due to the deep learning model’s fitting ability. Secondly, the 3D virtual intelligence algorithm is applied to use the point cloud as the basis for reconstruction in order to generate a highly reproducible object surface model. Finally, the K-means algorithm is employed to obtain the final extracted color, which constitutes the technical foundation of the product design system. The final results show that the color matching degree reaches 8.91, while the image design level reaches 9.24, which illustrates the effectiveness of the tourism cultural and creative product design system under deep learning.</p>
</abstract>

In this paper, the design process of cultural and creative product design is first constructed in the context of deep learning and the categories of cultural idea factors are planned. The training of the network for the image extraction classification task is accelerated due to the deep learning model’s fitting ability. Secondly, the 3D virtual intelligence algorithm is applied to use the point cloud as the basis for reconstruction in order to generate a highly reproducible object surface model. Finally, the K-means algorithm is employed to obtain the final extracted color, which constitutes the technical foundation of the product design system. The final results show that the color matching degree reaches 8.91, while the image design level reaches 9.24, which illustrates the effectiveness of the tourism cultural and creative product design system under deep learning.

Research on Design Concept and Cultural Inheritance System of Tourism Cultural and Creative Products in the Context of Deep Learning

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

In this paper, the design process of cultural and creative product design is first constructed in the context of deep learning and the categories of cultural...

Research on Design Concept and Cultural Inheritance System of Tourism Cultural and Creative Products in the Context of Deep Learning

Published Online: Nov 27, 2023

Page range: -

Received: Feb 04, 2023

Accepted: Jun 07, 2023

DOI: https://doi.org/10.2478/amns.2023.2.01252

Keywords
Deep learning model, Cultural and creative product design, 3D virtualization, K-means algorithm, System design

© 2023 Ying Yu, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Research on Design Concept and Cultural Inheritance System of Tourism Cultural and Creative Products in the Context of Deep Learning

Published Online: Nov 27, 2023

Page range: -

Received: Feb 04, 2023

Accepted: Jun 07, 2023

DOI: https://doi.org/10.2478/amns.2023.2.01252

KeywordsDeep learning model, Cultural and creative product design, 3D virtualization, K-means algorithm, System design

© 2023 Ying Yu, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
Deep learning model, Cultural and creative product design, 3D virtualization, K-means algorithm, System design