{"id":"https://openalex.org/W4409326042","doi":"https://doi.org/10.1109/tmm.2025.3557720","title":"AutoGeo: Automating Geometric Image Dataset Creation for Enhanced Geometry Understanding","display_name":"AutoGeo: Automating Geometric Image Dataset Creation for Enhanced Geometry Understanding","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409326042","doi":"https://doi.org/10.1109/tmm.2025.3557720"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2025.3557720","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2025.3557720","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Multimedia","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/A5039838443","display_name":"Zihan Huang","orcid":"https://orcid.org/0009-0006-0116-7250"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihan Huang","raw_affiliation_strings":["Zhejiang University, Hangzhou, China","Zhejiang University, China"],"raw_orcid":"https://orcid.org/0009-0006-0116-7250","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tao Wu","orcid":"https://orcid.org/0009-0006-7917-8849"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Wu","raw_affiliation_strings":["Zhejiang University, Hangzhou, China","Zhejiang University, China"],"raw_orcid":"https://orcid.org/0009-0006-7917-8849","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100600436","display_name":"Lin Wang","orcid":"https://orcid.org/0000-0001-8353-2392"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang Lin","raw_affiliation_strings":["Zhejiang University, Hangzhou, China","Zhejiang University, China"],"raw_orcid":"https://orcid.org/0000-0001-8353-2392","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100757087","display_name":"Shengyu Zhang","orcid":"https://orcid.org/0000-0002-0030-8289"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengyu Zhang","raw_affiliation_strings":["Zhejiang University, Hangzhou, China","Zhejiang University, China"],"raw_orcid":"https://orcid.org/0000-0002-0030-8289","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009749449","display_name":"Jingyuan Chen","orcid":"https://orcid.org/0000-0003-0415-6937"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingyuan Chen","raw_affiliation_strings":["Zhejiang University, Hangzhou, China","Zhejiang University, China"],"raw_orcid":"https://orcid.org/0000-0003-0415-6937","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004882141","display_name":"Fei Wu","orcid":"https://orcid.org/0000-0003-2139-8807"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Wu","raw_affiliation_strings":["Zhejiang University, Hangzhou, China","Zhejiang University, China"],"raw_orcid":"https://orcid.org/0000-0003-2139-8807","affiliations":[{"raw_affiliation_string":"Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"Zhejiang University, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":1.5311,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.81572429,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"27","issue":null,"first_page":"3105","last_page":"3116"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.965499997138977,"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/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.965499997138977,"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/T13067","display_name":"Geological Modeling and Analysis","score":0.9595000147819519,"subfield":{"id":"https://openalex.org/subfields/1906","display_name":"Geochemistry and Petrology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11245","display_name":"Advanced Numerical Analysis Techniques","score":0.9078999757766724,"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/computer-science","display_name":"Computer science","score":0.7635565996170044},{"id":"https://openalex.org/keywords/computational-geometry","display_name":"Computational geometry","score":0.5562350153923035},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47557511925697327},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.45361921191215515},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.3982638120651245}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7635565996170044},{"id":"https://openalex.org/C29123130","wikidata":"https://www.wikidata.org/wiki/Q874709","display_name":"Computational geometry","level":2,"score":0.5562350153923035},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47557511925697327},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.45361921191215515},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.3982638120651245}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmm.2025.3557720","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2025.3557720","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Multimedia","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":47,"referenced_works":["https://openalex.org/W1956340063","https://openalex.org/W2011301426","https://openalex.org/W2101105183","https://openalex.org/W2159578158","https://openalex.org/W2250564385","https://openalex.org/W2757050214","https://openalex.org/W2914306086","https://openalex.org/W3094071022","https://openalex.org/W3176186248","https://openalex.org/W3176371077","https://openalex.org/W3212509912","https://openalex.org/W4213453379","https://openalex.org/W4225105060","https://openalex.org/W4282937133","https://openalex.org/W4322769471","https://openalex.org/W4367146565","https://openalex.org/W4385570057","https://openalex.org/W4385572160","https://openalex.org/W4385572852","https://openalex.org/W4385768252","https://openalex.org/W4388190426","https://openalex.org/W4390873659","https://openalex.org/W4390940921","https://openalex.org/W4391853624","https://openalex.org/W4392902551","https://openalex.org/W4402671548","https://openalex.org/W4402672034","https://openalex.org/W4402672095","https://openalex.org/W4402944023","https://openalex.org/W4403791781","https://openalex.org/W4403808928","https://openalex.org/W6682631176","https://openalex.org/W6779823529","https://openalex.org/W6791376898","https://openalex.org/W6796581206","https://openalex.org/W6849677550","https://openalex.org/W6850312524","https://openalex.org/W6850625674","https://openalex.org/W6851370328","https://openalex.org/W6851592950","https://openalex.org/W6853116092","https://openalex.org/W6854019389","https://openalex.org/W6856568559","https://openalex.org/W6857872576","https://openalex.org/W6859288596","https://openalex.org/W6860704652","https://openalex.org/W6867337205"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"With":[0],"the":[1,31,37,64,74,116,122,137,167,175,178],"rapid":[2],"advancement":[3,179],"of":[4,33,39,76,100,118,124,169,180],"large":[5,126],"language":[6,127],"models,":[7],"there":[8],"has":[9,23],"been":[10],"a":[11,53,97,163],"growing":[12],"interest":[13],"in":[14,17,120,136,140,149,166,184],"their":[15],"capabilities":[16],"mathematical":[18,59,156],"reasoning.":[19,157],"However,":[20],"existing":[21],"research":[22,159],"primarily":[24],"focused":[25],"on":[26],"text-based":[27],"algebra":[28],"problems,":[29],"neglecting":[30],"study":[32],"geometry":[34,86],"due":[35],"to":[36,62],"lack":[38],"high-quality":[40,85],"geometric":[41,60,70,93,101,142,153,170],"datasets.":[42,71],"To":[43],"address":[44],"this":[45,47,113],"gap,":[46],"paper":[48,114],"introduces":[49],"<bold":[50,77],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[51,78,191],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">AutoGeo</b>,":[52],"novel":[54],"approach":[55],"for":[56,66,177],"automatically":[57],"generating":[58],"images":[61],"fulfill":[63],"demand":[65],"large-scale":[67],"and":[68,107,155,186],"diverse":[69],"AutoGeo":[72],"facilitates":[73],"creation":[75],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">AutoGeo-100k</b>,":[79],"an":[80],"extensive":[81],"repository":[82],"comprising":[83],"100k":[84],"image-text":[87],"pairs.":[88],"By":[89],"leveraging":[90],"precisely":[91],"defined":[92],"clauses,":[94],"AutoGeo-100k":[95,119],"contains":[96],"wide":[98],"variety":[99],"shapes,":[102],"including":[103],"lines,":[104],"polygons,":[105],"circles,":[106],"complex":[108],"spatial":[109],"relationships,":[110],"etc.":[111],"Furthermore,":[112],"demonstrates":[115],"efficacy":[117],"enhancing":[121],"performance":[123],"multimodal":[125],"models":[128],"through":[129],"fine-tuning.":[130],"Experimental":[131],"results":[132],"indicate":[133],"significant":[134],"improvements":[135],"model's":[138],"ability":[139],"handling":[141],"images,":[143],"as":[144,152],"evidenced":[145],"by":[146],"enhanced":[147],"accuracy":[148],"tasks":[150],"such":[151],"captioning":[154],"This":[158],"not":[160],"only":[161],"fills":[162],"critical":[164],"gap":[165],"availability":[168],"datasets":[171],"but":[172],"also":[173],"paves":[174],"way":[176],"sophisticated":[181],"AI-driven":[182],"tools":[183],"education":[185],"research.":[187],"Project":[188],"page:":[189],"<uri":[190],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://autogeo-official.github.io/</uri>.":[192]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
