ADVANCING SPORTS AND HEALTH ENVIRONMENTS: THE ROLE OF DEEP LEARNING IN DIGITAL CULTURAL AND CREATIVE DESIGN FOR PUBLIC ART INNOVATIONS

Abstract

Objective: As the digital economy grows, digital public art, underpinned by digital cultural and creative design, is flourishing. However, the traditional focus on mere "display" fails to meet the evolving aesthetic demands of the public. This study investigates the application of deep learning to enhance the integration of art with public interaction, particularly in health and sports environments where aesthetic and functional design can significantly impact public well-being. Method: Employing deep learning as a primary research tool, this study explores innovative ways to merge digital cultural creation with public art, enhancing the interaction between people, information, and societal elements. We apply deep learning techniques for image recognition of cultural and creative products, transforming them into interactive data models. Additionally, we analyze public art spaces using deep learning to generate novel and functional space designs that could enhance sports and health facilities. Results: Experimental outcomes indicate that digital designs and public artworks enhanced with deep learning achieve a generation quality score of 8.6, signifying a high level of innovation and user engagement. These designs not only cater to aesthetic appreciation but also support functionality, particularly in settings like sports centers and public health facilities. Conclusions: Integrating deep learning with digital cultural and creative design in public art not only elevates the quality and diversity of artistic expressions but also significantly boosts computational efficiency and public acceptance. These innovations are particularly impactful in sports and health environments, where they can contribute to improved public health outcomes and enhanced community interaction. This study underscores the potential of advanced digital tools in reshaping public spaces to better serve both aesthetic and health-related purposes.