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How can AI be used to improve the design process for interior spaces? 


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AI can be used to improve the design process for interior spaces by automating and enhancing various aspects of the process. Machine learning models, such as conditional generative adversarial networks (CGANs) like pix2pix, BicycleGAN, and SPADE, can be trained to generate furniture layouts within given room boundaries, thereby automating the furnishing stage of interior space planning . AI-based systems can also analyze the relationship and mutual influence factors of various elements in a two-dimensional CAD model, establish mathematical models, and achieve three-dimensional visual display, thereby improving work efficiency and user experience . Additionally, AI technology can optimize the overall scheme of interior design by modeling the shape and contour features of objects, implementing 3D visual feature reconstruction, and creating more accurate and realistic interior design models . Furthermore, AI and virtual reality (VR) technology can be combined to create interactive interior decoration design systems, which can shorten communication time, design time, and distance between designers and customers .

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The paper proposes an interior design approach based on artificial intelligence technology to optimize the overall scheme of interior design. It uses visual information design, correlation scale analysis, and 3D visual feature reconstruction to enhance the effect of intelligent application in interior design.
AI can be used to analyze the relationship and mutual influence factors of various elements in a CAD model, establish mathematical models for three-dimensional visual display, and create a computer-based intelligent design environment to improve work efficiency and user experience in interior layout design.
AI can be used to analyze the relationship and mutual influence factors of various elements in a CAD model, establish mathematical models for three-dimensional visual display, and create a computer-based intelligent design environment to improve work efficiency and user experience in interior layout design.
AI can be used to automate and improve the design process for interior spaces by leveraging machine learning to generate furniture layouts and by developing evaluation metrics to assess the quality of the generated results.

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