{"id":"https://openalex.org/W7202371519","doi":"https://doi.org/10.1111/cgf.70523","title":"MM\u2010CAD: A Multi\u2010Modal CAD Dataset and Benchmark for Cross\u2010Modal Geometric Learning","display_name":"MM\u2010CAD: A Multi\u2010Modal CAD Dataset and Benchmark for Cross\u2010Modal Geometric Learning","publication_year":2026,"publication_date":"2026-08-13","ids":{"openalex":"https://openalex.org/W7202371519","doi":"https://doi.org/10.1111/cgf.70523"},"language":"en","primary_location":{"id":"doi:10.1111/cgf.70523","is_oa":false,"landing_page_url":"https://doi.org/10.1111/cgf.70523","pdf_url":null,"source":{"id":"https://openalex.org/S67831204","display_name":"Computer Graphics Forum","issn_l":"0167-7055","issn":["0167-7055","1467-8659"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Graphics Forum","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5147108942","display_name":"Anush Bharathi","orcid":"https://orcid.org/0009-0002-3838-0945"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"education","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anush Bharathi","raw_affiliation_strings":["Indian Institute of Technology Madras  India"],"raw_orcid":"https://orcid.org/0009-0002-3838-0945","affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Madras  India","institution_ids":["https://openalex.org/I24676775"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147118129","display_name":"Ananthakrishnan A","orcid":"https://orcid.org/0009-0007-7825-6830"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"education","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ananthakrishnan A","raw_affiliation_strings":["Indian Institute of Technology Madras  India"],"raw_orcid":"https://orcid.org/0009-0007-7825-6830","affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Madras  India","institution_ids":["https://openalex.org/I24676775"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078092370","display_name":"Ramanathan Muthuganapathy","orcid":"https://orcid.org/0000-0003-0182-977X"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"education","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ramanathan Muthuganapathy","raw_affiliation_strings":["Indian Institute of Technology Madras  India"],"raw_orcid":"https://orcid.org/0000-0003-0182-977X","affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Madras  India","institution_ids":["https://openalex.org/I24676775"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I24676775"],"apc_list":{"value":3710,"currency":"USD","value_usd":3710},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.87940667,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T10719","display_name":"3D Shape Modeling and Analysis","score":0.4359999895095825,"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"}},"topics":[{"id":"https://openalex.org/T10719","display_name":"3D Shape Modeling and Analysis","score":0.4359999895095825,"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/T11159","display_name":"Manufacturing Process and Optimization","score":0.20800000429153442,"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/T10789","display_name":"Interactive and Immersive Displays","score":0.06210000067949295,"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":0.6793000102043152},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.6395999789237976},{"id":"https://openalex.org/keywords/closed-captioning","display_name":"Closed captioning","score":0.5609999895095825},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.517300009727478},{"id":"https://openalex.org/keywords/parsing","display_name":"Parsing","score":0.5088000297546387},{"id":"https://openalex.org/keywords/point-cloud","display_name":"Point cloud","score":0.5088000297546387},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4846999943256378},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.43130001425743103},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.373199999332428}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8580999970436096},{"id":"https://openalex.org/C194789388","wikidata":"https://www.wikidata.org/wiki/Q17855283","display_name":"CAD","level":2,"score":0.6793000102043152},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6395999789237976},{"id":"https://openalex.org/C157657479","wikidata":"https://www.wikidata.org/wiki/Q2367247","display_name":"Closed captioning","level":3,"score":0.5609999895095825},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.517300009727478},{"id":"https://openalex.org/C131979681","wikidata":"https://www.wikidata.org/wiki/Q1899648","display_name":"Point cloud","level":2,"score":0.5088000297546387},{"id":"https://openalex.org/C186644900","wikidata":"https://www.wikidata.org/wiki/Q194152","display_name":"Parsing","level":2,"score":0.5088000297546387},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4966999888420105},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4846999943256378},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4814000129699707},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.43130001425743103},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.373199999332428},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.36660000681877136},{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.366100013256073},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.3361000120639801},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.3321000039577484},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3188999891281128},{"id":"https://openalex.org/C154504017","wikidata":"https://www.wikidata.org/wiki/Q853614","display_name":"Identifier","level":2,"score":0.30640000104904175},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.30169999599456787},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.2976999878883362},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.2953999936580658},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.2888000011444092},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.28690001368522644},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.28029999136924744},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27489998936653137},{"id":"https://openalex.org/C8797682","wikidata":"https://www.wikidata.org/wiki/Q2115","display_name":"XML","level":2,"score":0.2596000134944916},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.25380000472068787},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.25119999051094055}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1111/cgf.70523","is_oa":false,"landing_page_url":"https://doi.org/10.1111/cgf.70523","pdf_url":null,"source":{"id":"https://openalex.org/S67831204","display_name":"Computer Graphics Forum","issn_l":"0167-7055","issn":["0167-7055","1467-8659"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Graphics Forum","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1920022804","https://openalex.org/W2028344184","https://openalex.org/W2080067164","https://openalex.org/W2099789128","https://openalex.org/W2155806937","https://openalex.org/W2168175751","https://openalex.org/W2194775991","https://openalex.org/W2473464331","https://openalex.org/W2897249806","https://openalex.org/W2962784628","https://openalex.org/W2963636051","https://openalex.org/W2972931660","https://openalex.org/W2979750740","https://openalex.org/W3127627067","https://openalex.org/W3162843412","https://openalex.org/W3179973625","https://openalex.org/W4281676683","https://openalex.org/W4285607092","https://openalex.org/W4312270234","https://openalex.org/W4312759111","https://openalex.org/W4312818263","https://openalex.org/W4385767859","https://openalex.org/W4386076097","https://openalex.org/W4390873054","https://openalex.org/W4390873312","https://openalex.org/W4399938834","https://openalex.org/W4402961820","https://openalex.org/W4403780584","https://openalex.org/W4404893155","https://openalex.org/W4411631952","https://openalex.org/W4412458103","https://openalex.org/W4412567378","https://openalex.org/W4412765431","https://openalex.org/W4413144965","https://openalex.org/W4415798936","https://openalex.org/W4417125875","https://openalex.org/W7133214597","https://openalex.org/W7133230676","https://openalex.org/W7138389693","https://openalex.org/W7160083223"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Computer\u2010Aided":[1],"Design":[2],"(CAD)":[3],"boosts":[4],"modern":[5],"manufacturing,":[6],"yet":[7],"design":[8],"reuse":[9],"remains":[10],"constrained":[11],"by":[12,48],"the":[13,126,154,243],"absence":[14],"of":[15],"large,":[16],"openly":[17],"available":[18,209],"CAD":[19,69,90,203,214],"repositories":[20],"with":[21,103],"rich":[22],"multi\u2010modal":[23,68],"annotations":[24],"suitable":[25],"for":[26,79,249],"search/retrieval.":[27],"Recent":[28],"large\u2010scale":[29,250],"efforts":[30],"to":[31,58,72],"annotate":[32],"public":[33],"datasets":[34,97],"rely":[35],"on":[36,46,135,175,213],"hash\u2010based":[37],"redundancy":[38],"removal":[39],"that":[40,157,171,199,223],"leaves":[41],"no":[42],"semantic":[43],"structure,":[44],"and":[45,61,75,108,113,195,229],"captioning":[47],"Vision\u2010Language":[49],"Models":[50],"(VLMs)":[51],"using":[52],"rendered":[53,181],"images":[54,198],"alone,":[55,183],"which":[56,140],"struggles":[57],"capture":[59],"geometric":[60],"procedural":[62],"information.":[63],"We":[64,216],"introduce":[65,218],"MM\u2010CAD,":[66],"a":[67,99,131,168,191,205,219,234],"dataset":[70],"designed":[71],"level\u2010up":[73],"retrieval":[74,159,221,247],"retrieval\u2010augmented":[76],"generation":[77,174],"models":[78,91,124,142],"engineering":[80],"geometry,":[81,204],"comprising":[82],"two":[83],"complementary":[84],"parts.":[85],"MM\u2010CAD:A":[86],"brings":[87],"33,816":[88],"unique":[89],"from":[92,125],"eleven":[93],"widely":[94],"used":[95],"benchmark":[96,248],"under":[98],"common":[100],"identifier":[101],"scheme,":[102],"isometric":[104],"renderings,":[105],"point":[106,230],"clouds,":[107],"humanly\u2010curated":[109],"multi\u2010level":[110,188],"text":[111,186],"captions,":[112],"4,376":[114],"real":[115],"hand\u2010drawn":[116],"user":[117],"sketches":[118],"among":[119],"others.":[120],"MM\u2010CAD:B":[121],"curates":[122],"192,626":[123],"1M\u2010model":[127],"ABC":[128],"corpus":[129],"through":[130,167,238],"seven\u2010stage":[132],"pipeline":[133,170],"centered":[134],"Manifold\u2010Aware":[136],"Adaptive":[137],"Sampling":[138],"(MAAS),":[139],"organizes":[141],"into":[143],"semantically":[144],"coherent":[145],"neighborhoods":[146],"rather":[147,179],"than":[148,180],"merely":[149],"removing":[150],"duplicates,":[151],"directly":[152],"supplying":[153],"hard":[155],"negatives":[156],"contrastive":[158,240],"training":[160],"requires.":[161],"Every":[162],"retained":[163],"model":[164],"is":[165],"annotated":[166],"metadata\u2010grounded":[169],"conditions":[172],"caption":[173],"parsed":[176],"construction":[177],"sequences":[178],"views":[182],"producing":[184],"three\u2010level":[185],"descriptions,":[187],"contour":[189],"sketches,":[190],"hierarchical":[192],"application":[193],"taxonomy,":[194],"photorealistic":[196],"in\u2010context":[197],"largely":[200],"preserve":[201],"source":[202],"modality":[206],"not":[207],"previously":[208],"at":[210],"this":[211],"scale":[212],"data.":[215],"further":[217],"joint":[220],"architecture":[222],"aligns":[224],"sketch,":[225],"text,":[226],"image,":[227],"B\u2010Rep,":[228],"cloud":[231],"encoders":[232],"in":[233],"single":[235],"latent":[236],"space":[237],"Matryoshka\u2010nested":[239],"objectives,":[241],"establishing":[242],"first":[244],"unified":[245],"cross\u2010modal":[246],"CAD.":[251]},"counts_by_year":[],"updated_date":"2026-08-14T07:06:38.338062","created_date":"2026-08-14T00:00:00"}
