{"id":"https://openalex.org/W4396578656","doi":"https://doi.org/10.1117/12.3024679","title":"A MaaS-based solution to large model development for earth science","display_name":"A MaaS-based solution to large model development for earth science","publication_year":2024,"publication_date":"2024-05-02","ids":{"openalex":"https://openalex.org/W4396578656","doi":"https://doi.org/10.1117/12.3024679"},"language":"en","primary_location":{"id":"doi:10.1117/12.3024679","doi":"https://doi.org/10.1117/12.3024679","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.3024679","pdf_url":null,"source":{"id":"https://openalex.org/S4363606508","display_name":"International Workshop on Advanced Imaging Technology (IWAIT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Workshop on Advanced Imaging Technology (IWAIT) 2024","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5035305864","display_name":"Zhihang Jiang","orcid":"https://orcid.org/0009-0002-4791-3272","observed_orcids":["https://orcid.org/0009-0002-4791-3272"]},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihang Jiang","raw_affiliation_strings":["Zhejiang Lab. (China)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang Lab. (China)","institution_ids":["https://openalex.org/I4210123185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026380797","display_name":"Xiaoran Yan","orcid":"https://orcid.org/0000-0003-3481-1832","observed_orcids":["https://orcid.org/0000-0003-3481-1832"]},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoran Yan","raw_affiliation_strings":["Zhejiang Lab. (China)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang Lab. (China)","institution_ids":["https://openalex.org/I4210123185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111186865","display_name":"Phuminh Lam","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Phuminh Lam","raw_affiliation_strings":["Zhejiang Lab. (China)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang Lab. (China)","institution_ids":["https://openalex.org/I4210123185"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100448917","display_name":"Lin Feng","orcid":"https://orcid.org/0000-0002-6208-4436","observed_orcids":["https://orcid.org/0000-0002-6208-4436"]},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Lin","raw_affiliation_strings":["Zhejiang Lab. (China)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang Lab. (China)","institution_ids":["https://openalex.org/I4210123185"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210123185"],"apc_list":null,"apc_paid":null,"fwci":0.1448,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.39443943,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":"8","issue":null,"first_page":"133","last_page":"133"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.44339999556541443,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.44339999556541443,"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/T13904","display_name":"Artificial Intelligence Applications","score":0.14589999616146088,"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/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.042100001126527786,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/model-as-a-service","display_name":"model-as-a-service","score":0.9440000057220459},{"id":"https://openalex.org/keywords/ai-generated-content","display_name":"AI-generated content","score":0.9160000085830688},{"id":"https://openalex.org/keywords/text-to-image-generation","display_name":"text-to-image generation","score":0.9089999794960022},{"id":"https://openalex.org/keywords/text-to-video-generation","display_name":"text-to-video generation","score":0.9670000076293945},{"id":"https://openalex.org/keywords/spatial-data-visualization","display_name":"spatial data visualization","score":0.47699999809265137}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7676475048065186},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7001533508300781},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.64581298828125},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5786685943603516},{"id":"https://openalex.org/C1965285","wikidata":"https://www.wikidata.org/wiki/Q8008","display_name":"Earth science","level":1,"score":0.5141820907592773},{"id":"https://openalex.org/C39399123","wikidata":"https://www.wikidata.org/wiki/Q1348989","display_name":"Earth observation","level":3,"score":0.48298776149749756},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.47933825850486755},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.46690186858177185},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.45243364572525024},{"id":"https://openalex.org/C512170562","wikidata":"https://www.wikidata.org/wiki/Q173799","display_name":"Entertainment","level":2,"score":0.44344672560691833},{"id":"https://openalex.org/C80368990","wikidata":"https://www.wikidata.org/wiki/Q3046459","display_name":"Earth system science","level":2,"score":0.4360312223434448},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28903722763061523},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.21565207839012146},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.19933569431304932},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1117/12.3024679","doi":"https://doi.org/10.1117/12.3024679","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.3024679","pdf_url":null,"source":{"id":"https://openalex.org/S4363606508","display_name":"International Workshop on Advanced Imaging Technology (IWAIT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Workshop on Advanced Imaging Technology (IWAIT) 2024","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2013469005","https://openalex.org/W2127064991","https://openalex.org/W3132519602","https://openalex.org/W4287029626","https://openalex.org/W4385848606","https://openalex.org/W4389519495"],"related_works":["https://openalex.org/W2082968505","https://openalex.org/W4408488136","https://openalex.org/W7222211387","https://openalex.org/W4404809811","https://openalex.org/W7163692011","https://openalex.org/W7093372638","https://openalex.org/W7138196578","https://openalex.org/W7157216612","https://openalex.org/W7161010549","https://openalex.org/W2615041920"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,39,90,123],"present":[4],"an":[5],"innovative":[6],"approach":[7],"to":[8,63,135],"address":[9],"the":[10,14,72,79,93,102,169,186],"challenges":[11,172],"posed":[12],"by":[13,88],"large-scale":[15],"model":[16],"development":[17],"required":[18],"for":[19,45,95,106,151],"Earth":[20,54,163,178],"Science":[21,55,164],"projects.":[22],"Leveraging":[23],"ModelScope,":[24,89],"a":[25,28,42,68],"Model":[26],"as":[27],"Service":[29],"(MaaS)":[30],"platform,":[31],"and":[32,65,75,84,99,120,131,138,148,154,171,175],"Artificial":[33],"Intelligence":[34],"Generated":[35],"Content":[36],"(AIGC)":[37],"techniques,":[38],"are":[40],"proposing":[41],"practical":[43],"solution":[44],"generating":[46],"geographical":[47],"visualizations":[48],"from":[49,110],"textual":[50],"inputs":[51],"based":[52],"on":[53],"entities.":[56],"The":[57],"method":[58],"can":[59,91],"efficiently":[60],"convert":[61],"texts":[62],"images":[64],"videos,":[66],"providing":[67],"dynamic":[69],"portrayal":[70],"of":[71,146,173],"Earth's":[73],"evolution":[74],"future.":[76],"By":[77],"utilizing":[78],"elastic":[80],"GPU":[81],"computational":[82],"resources":[83],"extensive":[85],"datasets":[86],"offered":[87],"bypass":[92],"need":[94],"physical":[96],"server":[97],"setup":[98],"significantly":[100],"reduced":[101],"data":[103,109],"collection":[104],"burden":[105],"researchers.":[107],"Using":[108],"diverse":[111],"sources,":[112],"including":[113],"historical":[114],"records,":[115],"geological":[116],"maps,":[117],"satellite":[118],"images,":[119],"climate":[121],"models,":[122],"will":[124,159],"employ":[125],"natural":[126],"language":[127],"processing,":[128],"computer":[129],"vision,":[130],"deep":[132],"learning":[133],"techniques":[134],"create":[136],"realistic":[137],"informative":[139],"visualizations.":[140],"Our":[141],"concept":[142],"offer":[143],"various":[144],"levels":[145],"detail":[147],"complexity":[149],"suitable":[150],"education,":[152],"entertainment,":[153],"decision-making":[155],"purposes.":[156],"This":[157],"framework":[158],"not":[160],"only":[161],"advances":[162],"visualization":[165],"but":[166],"also":[167],"highlights":[168],"potential":[170],"MaaS":[174],"AIGC":[176],"in":[177,185],"science":[179],"research,":[180],"underscoring":[181],"their":[182],"broader":[183],"applicability":[184],"geography":[187],"domain.":[188]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-05-03T00:00:00"}