{"title":"从概念到空间:aigc相关属性翻译的新视角","authors":"Kaiyu Cheng, Paulina Neisch, Tong Cui","doi":"10.1080/14626268.2023.2248103","DOIUrl":null,"url":null,"abstract":"ABSTRACT Drawn inspiration from phenomenal attributes and translating them into heuristic model tools is one of the effective means to promote architectural form innovation. However, over-reliance on perception indicates greater risks in decision-making. Nowadays, AI-generated Content (AIGC) technology combines the advantages of information comprehensiveness and modelling efficiency, providing new possibilities for the translation of architectural attributes. Based on attribute study, this paper proposes a new approach to spatial translation that uses the Generative Adversarial Network (VQGAN + CLIP) to realize the visualization of abstract concepts and then adds multi-dimensional influence through the Keyframe Style Transfer technology. The eclectic attribute is used as an example for the 2D and virtual 3D translation feasibility experiments. The article aims to improve the scientificity and influence of spatial translation through a technical organization from the perspective of architects. While providing an innovative, democratic and efficient aided-design tool also highlights a new angle for AIGC-involved pre-design.","PeriodicalId":54180,"journal":{"name":"DIGITAL CREATIVITY","volume":"34 1","pages":"211 - 229"},"PeriodicalIF":1.3000,"publicationDate":"2023-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"From concept to space: a new perspective on AIGC-involved attribute translation\",\"authors\":\"Kaiyu Cheng, Paulina Neisch, Tong Cui\",\"doi\":\"10.1080/14626268.2023.2248103\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"ABSTRACT Drawn inspiration from phenomenal attributes and translating them into heuristic model tools is one of the effective means to promote architectural form innovation. However, over-reliance on perception indicates greater risks in decision-making. Nowadays, AI-generated Content (AIGC) technology combines the advantages of information comprehensiveness and modelling efficiency, providing new possibilities for the translation of architectural attributes. Based on attribute study, this paper proposes a new approach to spatial translation that uses the Generative Adversarial Network (VQGAN + CLIP) to realize the visualization of abstract concepts and then adds multi-dimensional influence through the Keyframe Style Transfer technology. The eclectic attribute is used as an example for the 2D and virtual 3D translation feasibility experiments. The article aims to improve the scientificity and influence of spatial translation through a technical organization from the perspective of architects. While providing an innovative, democratic and efficient aided-design tool also highlights a new angle for AIGC-involved pre-design.\",\"PeriodicalId\":54180,\"journal\":{\"name\":\"DIGITAL CREATIVITY\",\"volume\":\"34 1\",\"pages\":\"211 - 229\"},\"PeriodicalIF\":1.3000,\"publicationDate\":\"2023-07-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"DIGITAL CREATIVITY\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1080/14626268.2023.2248103\",\"RegionNum\":4,\"RegionCategory\":\"艺术学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"0\",\"JCRName\":\"ART\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"DIGITAL CREATIVITY","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1080/14626268.2023.2248103","RegionNum":4,"RegionCategory":"艺术学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"0","JCRName":"ART","Score":null,"Total":0}
From concept to space: a new perspective on AIGC-involved attribute translation
ABSTRACT Drawn inspiration from phenomenal attributes and translating them into heuristic model tools is one of the effective means to promote architectural form innovation. However, over-reliance on perception indicates greater risks in decision-making. Nowadays, AI-generated Content (AIGC) technology combines the advantages of information comprehensiveness and modelling efficiency, providing new possibilities for the translation of architectural attributes. Based on attribute study, this paper proposes a new approach to spatial translation that uses the Generative Adversarial Network (VQGAN + CLIP) to realize the visualization of abstract concepts and then adds multi-dimensional influence through the Keyframe Style Transfer technology. The eclectic attribute is used as an example for the 2D and virtual 3D translation feasibility experiments. The article aims to improve the scientificity and influence of spatial translation through a technical organization from the perspective of architects. While providing an innovative, democratic and efficient aided-design tool also highlights a new angle for AIGC-involved pre-design.
期刊介绍:
Digital Creativity is a major peer-reviewed journal at the intersection of the creative arts, design and digital technologies. It publishes articles of interest to those involved in the practical task and theoretical aspects of making or using digital media in creative disciplines. These include but are not limited to visual arts, interaction design, physical computing and making, computational materials, textile and fashion design, filmmaking and animation, game design, music, dance, drama, architecture and urban design. The following list, while not exhaustive, indicates a range of topics that fall within the scope of the journal: * New insights through the use of digital media in the creative process * The relationships between practice, research and technology * The design and making of digital artefacts and environments * Interaction relationships between digital media and audience / public * Everyday experience with digital design and artwork * Aspects of digital media and storytelling * Theoretical concepts