{"id":"https://openalex.org/W4415743526","doi":"https://doi.org/10.1109/tvcg.2025.3626731","title":"Chat2Layout: Interactive 3D Furniture Layout With a Multimodal LLM","display_name":"Chat2Layout: Interactive 3D Furniture Layout With a Multimodal LLM","publication_year":2025,"publication_date":"2025-10-31","ids":{"openalex":"https://openalex.org/W4415743526","doi":"https://doi.org/10.1109/tvcg.2025.3626731","pmid":"https://pubmed.ncbi.nlm.nih.gov/41171676"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2025.3626731","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tvcg.2025.3626731","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/tvcg.2025.3626731","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100428579","display_name":"Can Wang","orcid":"https://orcid.org/0000-0002-5102-1464"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Can Wang","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-5102-1464","affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085179866","display_name":"Hongliang Zhong","orcid":"https://orcid.org/0009-0002-0840-8812"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Hongliang Zhong","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0009-0002-0840-8812","affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057335500","display_name":"Menglei Chai","orcid":"https://orcid.org/0000-0002-3447-0866"},"institutions":[{"id":"https://openalex.org/I1291425158","display_name":"Google (United States)","ror":"https://ror.org/00njsd438","country_code":"US","type":"company","lineage":["https://openalex.org/I1291425158","https://openalex.org/I4210128969"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Menglei Chai","raw_affiliation_strings":["Google, Mountain View, CA, USA","Google, USA"],"raw_orcid":"https://orcid.org/0000-0002-3447-0866","affiliations":[{"raw_affiliation_string":"Google, Mountain View, CA, USA","institution_ids":["https://openalex.org/I1291425158"]},{"raw_affiliation_string":"Google, USA","institution_ids":["https://openalex.org/I1291425158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101903694","display_name":"Mingming He","orcid":"https://orcid.org/0000-0002-9982-7934"},"institutions":[{"id":"https://openalex.org/I869089601","display_name":"Netflix (United States)","ror":"https://ror.org/0197qw696","country_code":"US","type":"company","lineage":["https://openalex.org/I869089601"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mingming He","raw_affiliation_strings":["Netflix, Los Gatos, CA, USA","Netflix, USA"],"raw_orcid":"https://orcid.org/0000-0002-9982-7934","affiliations":[{"raw_affiliation_string":"Netflix, Los Gatos, CA, USA","institution_ids":["https://openalex.org/I869089601"]},{"raw_affiliation_string":"Netflix, USA","institution_ids":["https://openalex.org/I869089601"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100364587","display_name":"Dongdong Chen","orcid":"https://orcid.org/0000-0002-4642-4373"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dongdong Chen","raw_affiliation_strings":["Microsoft Cloud AI, New York, NY, USA","Microsoft Cloud AI., USA"],"raw_orcid":"https://orcid.org/0000-0002-4642-4373","affiliations":[{"raw_affiliation_string":"Microsoft Cloud AI, New York, NY, USA","institution_ids":["https://openalex.org/I1290206253"]},{"raw_affiliation_string":"Microsoft Cloud AI., USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jing Liao","orcid":"https://orcid.org/0000-0001-7014-5377"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jing Liao","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0001-7014-5377","affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.7398,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.94040814,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"32","issue":"2","first_page":"2243","last_page":"2259"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.6144000291824341,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.6144000291824341,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12031","display_name":"Speech and dialogue systems","score":0.03449999913573265,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10719","display_name":"3D Shape Modeling and Analysis","score":0.028300000354647636,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5893999934196472},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4661000072956085},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"Virtual reality","score":0.3935000002384186},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.3919000029563904},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.3109000027179718},{"id":"https://openalex.org/keywords/virtual-machine","display_name":"Virtual machine","score":0.2996000051498413},{"id":"https://openalex.org/keywords/user-interface","display_name":"User interface","score":0.2921999990940094},{"id":"https://openalex.org/keywords/solid-modeling","display_name":"Solid modeling","score":0.28450000286102295}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8697999715805054},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.6496999859809875},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5893999934196472},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4661000072956085},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.3935000002384186},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.3919000029563904},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3474999964237213},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.3109000027179718},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.2996000051498413},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.2921999990940094},{"id":"https://openalex.org/C108882727","wikidata":"https://www.wikidata.org/wiki/Q2991685","display_name":"Solid modeling","level":2,"score":0.28450000286102295},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.28049999475479126},{"id":"https://openalex.org/C2777055276","wikidata":"https://www.wikidata.org/wiki/Q7936580","display_name":"Visual approach","level":2,"score":0.272599995136261},{"id":"https://openalex.org/C135641252","wikidata":"https://www.wikidata.org/wiki/Q738567","display_name":"Multimodal interaction","level":2,"score":0.2711000144481659},{"id":"https://openalex.org/C2780878386","wikidata":"https://www.wikidata.org/wiki/Q1659648","display_name":"Visual language","level":2,"score":0.26759999990463257},{"id":"https://openalex.org/C2780330621","wikidata":"https://www.wikidata.org/wiki/Q7936609","display_name":"Visual modeling","level":4,"score":0.2646999955177307},{"id":"https://openalex.org/C201025465","wikidata":"https://www.wikidata.org/wiki/Q11248500","display_name":"User experience design","level":2,"score":0.2635999917984009},{"id":"https://openalex.org/C178253425","wikidata":"https://www.wikidata.org/wiki/Q162668","display_name":"Visual perception","level":3,"score":0.25679999589920044},{"id":"https://openalex.org/C86297840","wikidata":"https://www.wikidata.org/wiki/Q6045397","display_name":"Interactive design","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tvcg.2025.3626731","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tvcg.2025.3626731","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:41171676","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41171676","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on visualization and computer graphics","raw_type":null}],"best_oa_location":{"id":"doi:10.1109/tvcg.2025.3626731","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tvcg.2025.3626731","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W2031973565","https://openalex.org/W2118714046","https://openalex.org/W2119618626","https://openalex.org/W2151905266","https://openalex.org/W2162559028","https://openalex.org/W2166316739","https://openalex.org/W2250673545","https://openalex.org/W2770875015","https://openalex.org/W2810181048","https://openalex.org/W2902539442","https://openalex.org/W2960202457","https://openalex.org/W2963601843","https://openalex.org/W2964334375","https://openalex.org/W2990222759","https://openalex.org/W3016025127","https://openalex.org/W3035108870","https://openalex.org/W3098267758","https://openalex.org/W3199693760","https://openalex.org/W3204757729","https://openalex.org/W3206060468","https://openalex.org/W4205481600","https://openalex.org/W4205991051","https://openalex.org/W4214625308","https://openalex.org/W4294959213","https://openalex.org/W4312971576","https://openalex.org/W4379527433","https://openalex.org/W4386065887","https://openalex.org/W4386075660","https://openalex.org/W4386075912","https://openalex.org/W4386075992","https://openalex.org/W4389672268","https://openalex.org/W4390871705","https://openalex.org/W4390872653","https://openalex.org/W4390873481","https://openalex.org/W4390874729","https://openalex.org/W4393160747","https://openalex.org/W4402660086","https://openalex.org/W4402672034","https://openalex.org/W4402753842","https://openalex.org/W4402753875","https://openalex.org/W4402951629","https://openalex.org/W4405595839","https://openalex.org/W4406800520","https://openalex.org/W4409262625","https://openalex.org/W4412203333","https://openalex.org/W4416707474"],"related_works":[],"abstract_inverted_index":{"Automatic":[0],"furniture":[1,46,178],"layout":[2,25,47,61,112],"is":[3],"long":[4],"desired":[5],"for":[6,36,72,132,206],"convenient":[7],"interior":[8],"design.":[9,62],"Leveraging":[10],"the":[11,32,52,57,123,143,155,180,184],"remarkable":[12],"visual":[13,96,164,190],"reasoning":[14,109],"capabilities":[15],"of":[16,54,59,126],"multimodal":[17],"large":[18],"language":[19],"models":[20],"(MLLMs),":[21],"recent":[22],"methods":[23],"address":[24],"generation":[26,48,203],"in":[27,108],"a":[28,43,68,93,101],"static":[29],"manner,":[30],"lacking":[31],"feedback-driven":[33],"refinement":[34],"essential":[35],"interactive":[37,45,60],"user":[38,159],"engagement.":[39],"We":[40],"introduce":[41],"Chat2Layout,":[42],"novel":[44,94],"system":[49,139],"that":[50,105,198],"extends":[51],"functionality":[53],"MLLMs":[55,79,107,141],"into":[56],"realm":[58],"To":[63],"achieve":[64],"this,":[65],"we":[66,91,146],"establish":[67],"unified":[69],"vision-question":[70],"paradigm":[71],"in-context":[73],"learning,":[74],"enabling":[75],"seamless":[76],"communication":[77],"with":[78,140],"to":[80,129,174],"steer":[81],"their":[82],"behavior":[83],"without":[84],"altering":[85],"model":[86],"weights.":[87],"Within":[88],"this":[89],"framework,":[90],"present":[92],"training-free":[95],"prompting":[97,103],"mechanism.":[98],"This":[99],"involves":[100],"visual-text":[102,133],"technique":[104],"assist":[106],"about":[110,172],"plausible":[111],"plans,":[113],"followed":[114],"by":[115],"an":[116,137],"Offline-to-Online":[117],"search":[118],"(O2O-Search)":[119],"method,":[120],"which":[121],"identifies":[122],"minimal":[124],"set":[125],"informative":[127],"references":[128],"provide":[130],"exemplars":[131],"prompting.":[134],"By":[135],"employing":[136],"agent":[138,151,185],"as":[142],"core":[144],"controller,":[145],"enable":[147],"bidirectional":[148],"interaction.":[149],"The":[150],"not":[152],"only":[153],"comprehends":[154],"3D":[156,210],"environment":[157],"and":[158,163,170,176,204,208],"requirements":[160],"through":[161],"linguistic":[162],"perception":[165],"but":[166],"also":[167],"plans":[168],"tasks":[169],"reasons":[171],"actions":[173],"generate":[175],"arrange":[177],"within":[179],"virtual":[181],"space.":[182],"Furthermore,":[183],"iteratively":[186],"updates":[187],"based":[188],"on":[189],"feedback":[191],"from":[192],"execution":[193],"results.":[194],"Experimental":[195],"results":[196],"demonstrate":[197],"our":[199],"approach":[200],"facilitates":[201],"language-interactive":[202],"arrangement":[205],"diverse":[207],"complex":[209],"furniture.":[211]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-31T00:00:00"}
