A product form design method integrating Kansei engineering and diffusion model

Yang, Chaoxiang; Fei, Liu; Ye, Junnan

doi:10.1016/j.aei.2023.102058

Cited by 33 publications

(6 citation statements)

References 45 publications

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“…Employing AI to generate images has recently become a research hotspot [30][31][32]. With almost the best performance, diffusion models have been widely applied in many cutting-edge fields [18,33,34].…”

Section: Fine-tuned Diffusion Modelmentioning

confidence: 99%

A New Approach to Interior Design: Generating Creative Interior Design Videos of Various Design Styles from Indoor Texture-Free 3D Models

Shao,

Chen,

Zeng

et al. 2024

Buildings

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Interior design requires designer creativity and significant workforce investments. Meanwhile, Artificial Intelligence (AI) is crucial for enhancing the creativity and efficiency of interior design. Therefore, this study proposes an innovative method to generate multistyle interior design and videos with AI. First, this study created a new indoor dataset to train an AI that can generate a specified design style. Subsequently, video generation and super-resolution modules are integrated to establish an end-to-end workflow that generates interior design videos from texture-free 3D models. The proposed method utilizes AI to produce diverse interior design videos directly, thus replacing the tedious tasks of texture selection, lighting arrangement, and video rendering in traditional design processes. The research results indicate that the proposed method can effectively provide diverse interior design videos, thereby enriching design presentation and improving design efficiency. Additionally, the proposed workflow is versatile and scalable, thus holding significant reference value for transforming traditional design toward intelligence.

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Section: Fine-tuned Diffusion Modelmentioning

confidence: 99%

A New Approach to Interior Design: Generating Creative Interior Design Videos of Various Design Styles from Indoor Texture-Free 3D Models

Shao,

Chen,

Zeng

et al. 2024

Buildings

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“…KE emphasizes how design improvements may elevate user satisfaction and human-device interactions. These encompass variety of fields like web-based user interface [15], [16], mobile app [18], robotic [40], [41], and pervasive or ubiquitous product designs [19].…”

Section: B Effective Emotion Elicitation Using Kansei Engineeringmentioning

confidence: 99%

“…However, these endeavors often maintain a broad perspective, exemplified by [14], which presented a comprehensive compilation of more than 800 keywords that are relevant to IT-based products in general. Conversely, alternative research endeavors concentrate their attention on specific categories of applications, such as web-based [15], [16] or mobile-based applications [17], [18]. Nevertheless, their investigations primarily centered around conventional application types.…”

Section: Introductionmentioning

confidence: 99%

Embedding Emotions in the Metaverse: The Emotive Keywords for Augmented Reality Mobile Library Application

Ahmad,

Abdullah,

Suhaimi

et al. 2024

ijacsa

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The emergence of the metaverse, marked by the seamless integration of augmented reality (AR) applications across various sectors is driving a profound transformation in the digital landscape. As we delve into the digital realm of the metaverse, just like other applications, it unfolds as an equally captivating canvas for emotional exploration, where a comprehensive understanding of human emotion for better user experience (UX) is vital. Although the efforts to investigate emotions within the metaverse are in progress, however there is a notable absence of extensive research that examines the user's emotional experiences which incorporates a tailored set of keywords specifically for designing user interface (UI) products within this context, resulting in a substantial void in this particular domain. Therefore, the objective of this research is to synthesise and validate an extensive array of emotive keywords explicitly tailored for AR-based Mobile Library Application (MLA) design. This endeavor involves an exhaustive review of literature and a rigorous validation process, encompassing input from both linguistic and technical experts in the field. The result is an explicit collection of sixty emotive keywords that will significantly contribute to the metaverse realm by adding a layer of emotional depth to enrich the AR-based MLA experience. These findings offer valuable guidance for practitioners and researchers, advancing the landscape of MLA interface design and ultimately boosting UX in the educational sector.

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“…With the emergence of interdisciplinary trends in industrial design theory, the research methods on the Kansei image encompass both quantitative and qualitative approaches. The quantitative research method mainly combines factor analysis, design format analysis, and other methods to extract the emotional information of products [18]. The qualitative research methods are combined with cognitive psychology [19], prototype theory [20], grounded theory [21], and others.…”

Section: Literature Reviewmentioning

confidence: 99%

Aesthetic Design and Evaluation of Public Facilities in Railway Stations under the Background of Sustainable Development: A Case of an Information Counter at Xiong’an Railway Station

Xie,

Zhu,

et al. 2024

Sustainability

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Sustainable development is an important trend for railway stations, and public facilities are essential parts of railway stations. With the sustainable development of railway station construction, the aesthetic design of public facilities is a problem that needs to be solved in the field of industrial design. In this context, this study proposed an aesthetic design and evaluation method for public facilities in railway stations. This method is constructed by combining the Kansei image and AHP (analytic hierarchy process)–FCE (fuzzy comprehensive evaluation) model, and takes the information counter at Xiong’an railway station as an example to illustrate the method. JACKTM is applied to evaluate the ergonomics of the design scheme. The results are as follows. (1) Ecological culture is an important source of Kansei images for aesthetic designs in the context of sustainable development. Kansei words, such as understated, delicate, dynamic, and others, which reflect original simplicity and original nature, are typical semantic features. Simple and smooth shapes are typical form features. (2) An aesthetic design is a system of various elements; the core content of an aesthetic design is to reflect the original aesthetic feeling. On this basis, the elements of simple, harmonious, humanized, and natural constitute the aesthetic design principle. This method is suitable for the aesthetic design and evaluation of public facilities in railway stations, which could provide valuable guidance for the aesthetic design of public facilities in railway stations under the background of sustainable development.

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A product form design method integrating Kansei engineering and diffusion model

Cited by 33 publications

References 45 publications

A New Approach to Interior Design: Generating Creative Interior Design Videos of Various Design Styles from Indoor Texture-Free 3D Models

A New Approach to Interior Design: Generating Creative Interior Design Videos of Various Design Styles from Indoor Texture-Free 3D Models

Embedding Emotions in the Metaverse: The Emotive Keywords for Augmented Reality Mobile Library Application

Aesthetic Design and Evaluation of Public Facilities in Railway Stations under the Background of Sustainable Development: A Case of an Information Counter at Xiong’an Railway Station

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