{"id":"https://openalex.org/W7171987385","doi":"https://doi.org/10.48550/arxiv.2607.27558","title":"Drawing-Recode: Annotation Grounding for Parametric CAD Code Generation from Raster 2D CAD Drawings","display_name":"Drawing-Recode: Annotation Grounding for Parametric CAD Code Generation from Raster 2D CAD Drawings","publication_year":2026,"publication_date":"2026-07-30","ids":{"openalex":"https://openalex.org/W7171987385","doi":"https://doi.org/10.48550/arxiv.2607.27558"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2607.27558","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.27558","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2607.27558","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5144129372","display_name":"Mingi Kim","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kim, Mingi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5144123479","display_name":"Yongjun Kim","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kim, Yongjun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5091658053","display_name":"Hyungki Kim","orcid":"https://orcid.org/0000-0001-9013-2338"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kim, Hyungki","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.44190001487731934,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.44190001487731934,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10719","display_name":"3D Shape Modeling and Analysis","score":0.2637999951839447,"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"}},{"id":"https://openalex.org/T10789","display_name":"Interactive and Immersive Displays","score":0.06449999660253525,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cad","display_name":"CAD","score":0.869700014591217},{"id":"https://openalex.org/keywords/raster-graphics","display_name":"Raster graphics","score":0.6658999919891357},{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.5993000268936157},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.5820000171661377},{"id":"https://openalex.org/keywords/computer-aided-design","display_name":"Computer Aided Design","score":0.5128999948501587},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.49540001153945923},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4869000017642975},{"id":"https://openalex.org/keywords/parametric-model","display_name":"Parametric model","score":0.41519999504089355},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.4124000072479248}],"concepts":[{"id":"https://openalex.org/C194789388","wikidata":"https://www.wikidata.org/wiki/Q17855283","display_name":"CAD","level":2,"score":0.869700014591217},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6931999921798706},{"id":"https://openalex.org/C181844469","wikidata":"https://www.wikidata.org/wiki/Q182270","display_name":"Raster graphics","level":2,"score":0.6658999919891357},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.5993000268936157},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.5820000171661377},{"id":"https://openalex.org/C119823426","wikidata":"https://www.wikidata.org/wiki/Q184793","display_name":"Computer Aided Design","level":2,"score":0.5128999948501587},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.49540001153945923},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4869000017642975},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.4471000134944916},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4203000068664551},{"id":"https://openalex.org/C24574437","wikidata":"https://www.wikidata.org/wiki/Q7135228","display_name":"Parametric model","level":3,"score":0.41519999504089355},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.4124000072479248},{"id":"https://openalex.org/C108882727","wikidata":"https://www.wikidata.org/wiki/Q2991685","display_name":"Solid modeling","level":2,"score":0.37040001153945923},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.366100013256073},{"id":"https://openalex.org/C202629362","wikidata":"https://www.wikidata.org/wiki/Q2078","display_name":"Scalable Vector Graphics","level":2,"score":0.3546999990940094},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.35089999437332153},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.33629998564720154},{"id":"https://openalex.org/C64260653","wikidata":"https://www.wikidata.org/wiki/Q1194864","display_name":"Electronic design automation","level":2,"score":0.33390000462532043},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.31290000677108765},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3061999976634979},{"id":"https://openalex.org/C56435381","wikidata":"https://www.wikidata.org/wiki/Q1196371","display_name":"Geometric transformation","level":3,"score":0.29899999499320984},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.2980000078678131},{"id":"https://openalex.org/C181095308","wikidata":"https://www.wikidata.org/wiki/Q1541599","display_name":"Geometric primitive","level":2,"score":0.29030001163482666},{"id":"https://openalex.org/C59662460","wikidata":"https://www.wikidata.org/wiki/Q170130","display_name":"Vector graphics","level":3,"score":0.27619999647140503},{"id":"https://openalex.org/C104065381","wikidata":"https://www.wikidata.org/wiki/Q1002535","display_name":"Geometric modeling","level":2,"score":0.26649999618530273},{"id":"https://openalex.org/C2778370241","wikidata":"https://www.wikidata.org/wiki/Q18386598","display_name":"Parametric design","level":3,"score":0.2639999985694885},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.263700008392334},{"id":"https://openalex.org/C7305733","wikidata":"https://www.wikidata.org/wiki/Q207961","display_name":"Geometric shape","level":2,"score":0.2630999982357025},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.2605000138282776},{"id":"https://openalex.org/C145406643","wikidata":"https://www.wikidata.org/wiki/Q2641959","display_name":"Raster scan","level":2,"score":0.2599000036716461}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2607.27558","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.27558","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2607.27558","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.27558","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Recovering":[0],"Parametric":[1,57,68,130],"CAD":[2,58,69,72,77,125,131,159],"sequences":[3,59,70],"from":[4,74],"raster-format":[5],"2D":[6,76,158],"Computer-Aided":[7],"Design":[8],"(CAD)":[9],"drawings":[10,32,147,160],"accumulated":[11],"prior":[12],"to":[13,36,41,46,100,123,155,165],"digital":[14],"transformation":[15],"is":[16],"important":[17],"for":[18,55],"part":[19,166],"reproduction":[20,167],"and":[21,39,87,105,142,164,168],"manufacturing":[22,169],"process":[23,29],"automation.":[24,170],"However,":[25],"existing":[26,140],"studies":[27],"either":[28],"only":[30],"vector":[31],"or":[33],"are":[34,115],"limited":[35],"specific":[37],"domains,":[38],"fail":[40],"explicitly":[42,97],"connect":[43],"dimensional":[44,53],"annotations":[45,89,99],"geometric":[47,81,101],"information,":[48],"limiting":[49],"their":[50],"use":[51],"of":[52],"information":[54,102],"3D":[56],"recovery.":[60],"We":[61,151],"propose":[62],"Drawing-Recode,":[63],"a":[64,91,118],"framework":[65],"that":[66,137],"generates":[67],"as":[71],"code":[73,126],"raster":[75,157],"drawings.":[78],"Drawing-Recode":[79,138,153],"extracts":[80],"features":[82,114],"via":[83],"an":[84],"image":[85],"encoder":[86],"recognizes":[88],"through":[90],"separate":[92],"text":[93],"recognition":[94],"module,":[95],"then":[96],"grounds":[98],"using":[103],"cross-attention":[104],"our":[106],"proposed":[107],"Annotation":[108],"Grounding":[109],"Loss":[110],"(AGL).":[111],"The":[112],"resulting":[113],"fed":[116],"into":[117],"Large":[119],"Language":[120],"Model":[121],"(LLM)":[122],"generate":[124],"in":[127,161],"the":[128],"Structured":[129],"Code":[132],"(SPCC)":[133],"format.":[134],"Experiments":[135],"show":[136],"outperforms":[139],"baselines":[141],"remains":[143],"robust":[144],"on":[145],"scanned":[146],"resembling":[148],"industrial":[149,162],"conditions.":[150],"expect":[152],"contributes":[154],"digitizing":[156],"settings":[163]},"counts_by_year":[],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2026-08-01T00:00:00"}