[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-en-105":3,"doc-seo-663855-105":59,"doc-detail-663855-en":129},{"code":4,"msg":5,"data":6},0,"success",[7,13,18,23,28,33,38,43,48,51,55],{"id":8,"doc_module":4,"doc_module_name":9,"category_name":10,"show_sort_weight":11,"slug":12},1,"Document","Story & Novel",90,"story-novel",{"id":14,"doc_module":4,"doc_module_name":9,"category_name":15,"show_sort_weight":16,"slug":17},2,"Literature",80,"literature",{"id":19,"doc_module":4,"doc_module_name":9,"category_name":20,"show_sort_weight":21,"slug":22},4,"Exam",70,"exam",{"id":24,"doc_module":4,"doc_module_name":9,"category_name":25,"show_sort_weight":26,"slug":27},5,"Comic",60,"comic",{"id":29,"doc_module":4,"doc_module_name":9,"category_name":30,"show_sort_weight":31,"slug":32},6,"Technology",50,"technology",{"id":34,"doc_module":4,"doc_module_name":9,"category_name":35,"show_sort_weight":36,"slug":37},7,"Healthcare",40,"healthcare",{"id":39,"doc_module":4,"doc_module_name":9,"category_name":40,"show_sort_weight":41,"slug":42},8,"Research & Report",30,"research-report",{"id":44,"doc_module":4,"doc_module_name":9,"category_name":45,"show_sort_weight":46,"slug":47},9,"Religion & Spirituality",20,"religion-spirituality",{"id":46,"doc_module":4,"doc_module_name":9,"category_name":49,"show_sort_weight":46,"slug":50},"World Cup","world-cup",{"id":52,"doc_module":4,"doc_module_name":9,"category_name":53,"show_sort_weight":52,"slug":54},10,"Lifestyle","lifestyle",{"id":56,"doc_module":4,"doc_module_name":9,"category_name":57,"show_sort_weight":24,"slug":58},19,"General","general",{"code":4,"msg":60,"data":61},"ok",{"site_id":62,"language":63,"slug":64,"title":65,"keywords":66,"description":67,"schema_data":68,"social_meta":122,"head_meta":124,"extra_data":126,"updated_unix":128},105,"en","wired-perspectives-multi-view-wire-art-embraces-generative-ai","Wired Perspectives - Multi-View Wire Art Embraces Generative AI","","Creating multi-view wire art (MVWA), a static 3D sculpture with diverse interpretations from different viewpoints, is a complex task even for skilled artists. DreamWire is an AI system that enables anyone to craft MVWA easily by using text prompts or scribbles instead of intricate 3D wire organisation. The method integrates 3D Bézier curves, Prim’s algorithm, and knowledge distillation from diffusion models or ControlNet-like variants. It represents 3D wire art with spatial continuity and addresses data scarcity, supported by extensive evaluation focused on connectivity–aesthetics trade-offs.",{"@graph":69,"@context":121},[70,84,104],{"@type":71,"itemListElement":72},"BreadcrumbList",[73,77,79,82],{"item":74,"name":75,"@type":76,"position":8},"https://docshare.wps.com","Home","ListItem",{"item":78,"name":9,"@type":76,"position":14},"https://docshare.wps.com/document/",{"item":80,"name":40,"@type":76,"position":81},"https://docshare.wps.com/document/research-report/",3,{"item":83,"name":65,"@type":76,"position":19},"https://docshare.wps.com/document/wired-perspectives-multi-view-wire-art-embraces-generative-ai/663855/",{"url":83,"name":65,"@type":85,"image":86,"author":91,"headline":65,"publisher":94,"fileFormat":97,"inLanguage":63,"description":67,"dateModified":98,"datePublished":98,"encodingFormat":97,"isAccessibleForFree":99,"interactionStatistic":100},"DigitalDocument",{"url":87,"@type":88,"width":89,"height":90},"https://docshare.wps.com/thumbnails/wired-perspectives-multi-view-wire-art-embraces-generative-ai/663855.png","ImageObject",300,407,{"name":92,"@type":93},"Ezra","Person",{"url":74,"name":95,"@type":96},"DocShare","Organization","application/pdf","2026-10-29",true,{"@type":101,"interactionType":102,"userInteractionCount":8},"InteractionCounter",{"@type":103},"ViewAction",{"@type":105,"mainEntity":106},"FAQPage",[107,113,117],{"name":108,"@type":109,"acceptedAnswer":110},"What is the main goal of the DreamWire system?","Question",{"text":111,"@type":112},"DreamWire aims to make multi-view wire art (MVWA) easy to create by letting users specify each view using text prompts or rough scribbles rather than manually organizing complex 3D wire structures.","Answer",{"name":114,"@type":109,"acceptedAnswer":115},"How do users provide input to create MVWA?",{"text":116,"@type":112},"Users provide a set of prompts or scribbles, one for each 2D view. The system then produces a 3D wire sculpture whose projections differ across viewpoints.",{"name":118,"@type":109,"acceptedAnswer":119},"What core technical components enable DreamWire to generate 3D wire art?",{"text":120,"@type":112},"DreamWire combines 3D Bézier curves, Prim’s algorithm, and knowledge distillation from diffusion models or related variants such as ControlNet to ensure spatial continuity and handle data scarcity.","https://schema.org",{"og:url":83,"og:type":123,"og:title":65,"og:site_name":95,"og:description":67},"article",{"robots":125,"canonical":83},"index,follow",{"doc_id":127,"site_id":62},663855,1793232874,{"code":4,"msg":5,"data":130},{"doc_id":127,"user_id":131,"nickname":92,"user_avatar":132,"doc_module":4,"category_id":39,"category_name":40,"doc_title":65,"doc_description":67,"doc_content":133,"file_id":134,"file_url":135,"file_type":136,"file_size":137,"view_count":8,"is_deleted":4,"is_public":8,"is_downloadable":8,"audit_status":8,"page_count":52,"language":138,"language_code":63,"site_id":62,"html_lang":63,"table_of_contents":139,"faqs":140,"seo_title":141,"seo_description":67,"update_tm":128,"read_time":142},1099514068035,"https://ap-avatar.wpscdn.com/davatar_276721f389ce27ea32af1340a28f341c","This CVPR paper is the Open Access version, provided by the Computer Vision Foundation.  \nExcept for this watermark, it is identical to the accepted version; the final published version of the proceedings is available on IEEE Xplore.  \nWired Perspectives: Multi-View Wire Art Embraces Generative AI  \nZhiyu Qu 1 Lan Yang2 Honggang Zhang2 Tao Xiang 1 Kaiyue Pang 1 Yi-Zhe Song 1 1 SketchX, CVSSP, University of Surrey 2Beijing University of Posts and Telecommunications  \n{z.qu, t.xiang, k.pang, [y.song](y.song}@surrey.ac.uk {ylan)[}](y.song}@surrey.ac.uk {ylan)[@surrey.ac.uk](y.song}@surrey.ac.uk {ylan)[ {](y.song}@surrey.ac.uk {ylan)[ylan](y.song}@surrey.ac.uk {ylan) , [zhhg](zhhg}@bupt.edu.cn)[}](zhhg}@bupt.edu.cn)[@bupt.edu.cn](zhhg}@bupt.edu.cn)  \n[https://dreamwireart.github.io](https://dreamwireart.github.io)  \nFigure 1 . Multi-view art done generatively. We present DreamWire as the first system that takes user prompt for each view as input – either via the expressive vehicle of text or image – and produces 3D line sculptures showing distinct interpretations when viewed at different angles, i.e., multi-view wire art (MVWA) . Compared to previous rule-based work, we significantly improve the quality of MVWA by utilising the flexible drawing capabilities of a universal generative prior (diffusion models or ControlNet) . Notably, the “GBE” here pays tribute to the book “Gdel, Escher, Bach: an Eternal Golden Braid” [12], which discusses how systems can acquire meaningful context despite being  \nmade of “meaningless” elements, just like what MVWA does.  \nAbstract  \nCreating multi-view wire art (MVWA), a static 3D sculpture with diverse interpretations from different viewpoints, is a complex task even for skilled artists. In response, we present DreamWire, an AI system enabling everyone to craft MVWA easily. Users express their vision through text prompts or scribbles, freeing them from intricate 3D wire organisation. Our approach synergises 3D B e´zier curves, Prim’s algorithm, and knowledge distillation from diffusion models or their variants (e.g., ControlNet). This blend en-  \nables the system to represent 3D wire art, ensuring spatial continuity and overcoming data scarcity. Extensive evaluation and analysis are conducted to shed insight on the inner workings of the proposed system, including the trade-off between connectivity and visual aesthetics.  \n1. Introduction  \nA great thought begins by seeing something differently, with a shift of the mind’s eye.  \nAlbert Einstein  \nThere is an artist in everyone, they say. Attending an art exhibition, being mesmerised by a 3D wire-art installation from Matthieu Robert-Ortis 1 is what motivated this paper! As an AI practitioner, the immediate question was,“Can I program this?” Not to replace artists, but rather, for fun, for finding that artist within myself, and for the vision of democratising art creation for everyone!  \nLighthearted as it might sound, this endeavour holds scientific value on two fronts. First, it delves into the uncharted territory of wired-art generation using current generative AI [34, 37, 39], seeking to understand the limits of these technologies in the realm of this unique artistic form. Secondly, it contributes to the ongoing dialogue by exploring the expansion of existing 2D-focused generation methods into the intricate domains of 3D and perhaps more challengingly, the extreme abstraction presented by wire art.  \nMulti-view wire art (MVWA) [14] is a unique form of art that leverages wire as a flexible medium to create complex 3D objects, whereupon different viewpoints, multiple interpretable images appear – recall those 2D pictures where you move your head and see different things. This time, you are walking around a 3D installation, and upon different viewing angles, you see different 2D depictions (see Fig. 1) . Being prohibitively difficult for novice users, creating MVWA isan extremely time-consuming task even for qualified artists. Apart from artistic i","cbCaicNibMJnwO4G","https://ap.wps.com/l/cbCaicNibMJnwO4G","pdf",1928422,"English","# Introduction\n## Figure 1 and problem setting\n## DreamWire approach and contributions\n## Computational background and limitations","[{\"question\":\"What is the main goal of the DreamWire system?\",\"answer\":\"DreamWire aims to make multi-view wire art (MVWA) easy to create by letting users specify each view using text prompts or rough scribbles rather than manually organizing complex 3D wire structures.\"},{\"question\":\"How do users provide input to create MVWA?\",\"answer\":\"Users provide a set of prompts or scribbles, one for each 2D view. The system then produces a 3D wire sculpture whose projections differ across viewpoints.\"},{\"question\":\"What core technical components enable DreamWire to generate 3D wire art?\",\"answer\":\"DreamWire combines 3D Bézier curves, Prim’s algorithm, and knowledge distillation from diffusion models or related variants such as ControlNet to ensure spatial continuity and handle data scarcity.\"}]","Wired Perspectives - Multi-View Wire Art Embraces Generative AI | PDF",25]