{"id":"https://openalex.org/W4404371572","doi":"https://doi.org/10.1109/tgrs.2024.3497976","title":"MGIMM: Multi-Granularity Instruction Multimodal Model for Attribute-Guided Remote Sensing Image Detailed Description","display_name":"MGIMM: Multi-Granularity Instruction Multimodal Model for Attribute-Guided Remote Sensing Image Detailed Description","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4404371572","doi":"https://doi.org/10.1109/tgrs.2024.3497976"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3497976","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3497976","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","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/A5037082005","display_name":"Cong Yang","orcid":"https://orcid.org/0000-0002-8314-0935"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cong Yang","raw_affiliation_strings":["National Engineering Research Center for Multimedia Software, School of Computer Science, Wuhan University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Multimedia Software, School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002584135","display_name":"Zuchao Li","orcid":"https://orcid.org/0000-0003-0436-8446"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zuchao Li","raw_affiliation_strings":["National Engineering Research Center for Multimedia Software, School of Computer Science, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-0436-8446","affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Multimedia Software, School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024278302","display_name":"Lefei Zhang","orcid":"https://orcid.org/0000-0003-0542-2280"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lefei Zhang","raw_affiliation_strings":["National Engineering Research Center for Multimedia Software, School of Computer Science, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-0542-2280","affiliations":[{"raw_affiliation_string":"National Engineering Research Center for Multimedia Software, School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":null,"apc_paid":null,"fwci":0.7203,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.76636394,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"62","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13734","display_name":"Advanced Computational Techniques and Applications","score":0.9440000057220459,"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"}},"topics":[{"id":"https://openalex.org/T13734","display_name":"Advanced Computational Techniques and Applications","score":0.9440000057220459,"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/T10757","display_name":"Geographic Information Systems Studies","score":0.9175000190734863,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9067999720573425,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/granularity","display_name":"Granularity","score":0.8013365268707275},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7827388644218445},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.586010217666626},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.44991469383239746},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4143211245536804},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40655314922332764},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3485444486141205},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10845768451690674},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.07881438732147217},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.0686413049697876}],"concepts":[{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.8013365268707275},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7827388644218445},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.586010217666626},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.44991469383239746},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4143211245536804},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40655314922332764},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3485444486141205},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10845768451690674},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.07881438732147217},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0686413049697876}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3497976","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3497976","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G457964128","display_name":null,"funder_award_id":"62431020","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7684016204","display_name":null,"funder_award_id":"62122060","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W1956340063","https://openalex.org/W2101105183","https://openalex.org/W2412588858","https://openalex.org/W2506483933","https://openalex.org/W2603566245","https://openalex.org/W2990216675","https://openalex.org/W3095567726","https://openalex.org/W3117344638","https://openalex.org/W3154766321","https://openalex.org/W3174042809","https://openalex.org/W3194015448","https://openalex.org/W3203608457","https://openalex.org/W4206111836","https://openalex.org/W4221155360","https://openalex.org/W4225630686","https://openalex.org/W4225850527","https://openalex.org/W4229005866","https://openalex.org/W4289537913","https://openalex.org/W4304084012","https://openalex.org/W4304480883","https://openalex.org/W4307079201","https://openalex.org/W4310459386","https://openalex.org/W4313021481","https://openalex.org/W4319994933","https://openalex.org/W4322707256","https://openalex.org/W4322718191","https://openalex.org/W4367628410","https://openalex.org/W4376312115","https://openalex.org/W4377164404","https://openalex.org/W4378194596","https://openalex.org/W4379795525","https://openalex.org/W4382450240","https://openalex.org/W4382490555","https://openalex.org/W4383996771","https://openalex.org/W4385570090","https://openalex.org/W4386081001","https://openalex.org/W4387350510","https://openalex.org/W4387723654","https://openalex.org/W4387968507","https://openalex.org/W4387969154","https://openalex.org/W4389519620","https://openalex.org/W4390874575","https://openalex.org/W4393906060","https://openalex.org/W4394008640","https://openalex.org/W4394966885","https://openalex.org/W4396941249","https://openalex.org/W4398249074","https://openalex.org/W4400489056","https://openalex.org/W4402716166","https://openalex.org/W4402727764","https://openalex.org/W4402776460","https://openalex.org/W4402968170","https://openalex.org/W6678262379","https://openalex.org/W6682631176","https://openalex.org/W6796581206","https://openalex.org/W6810334672","https://openalex.org/W6810738896","https://openalex.org/W6811340617","https://openalex.org/W6838792323","https://openalex.org/W6843405348","https://openalex.org/W6849120541","https://openalex.org/W6849177959","https://openalex.org/W6849594959","https://openalex.org/W6850625674","https://openalex.org/W6852489829","https://openalex.org/W6852999659","https://openalex.org/W6853116092","https://openalex.org/W6854222408","https://openalex.org/W6854336665","https://openalex.org/W6854437940","https://openalex.org/W6857162426","https://openalex.org/W6857872576","https://openalex.org/W6858816293","https://openalex.org/W6872906087"],"related_works":["https://openalex.org/W2931688134","https://openalex.org/W2377919138","https://openalex.org/W2378857091","https://openalex.org/W103652678","https://openalex.org/W4226090359","https://openalex.org/W2059697060","https://openalex.org/W936373746","https://openalex.org/W2975817033","https://openalex.org/W4256502920","https://openalex.org/W2354431794"],"abstract_inverted_index":{"Generating":[0],"detailed":[1,82,155],"textual":[2,39],"descriptions":[3,140,156],"of":[4,22,58,141,149,157,187],"remote":[5,52,79,142,158],"sensing":[6,53,80,143,159],"images":[7],"is":[8,194],"challenging":[9],"because":[10],"it":[11,31],"requires":[12],"capturing":[13],"both":[14,128],"global":[15,131],"and":[16,24,61,96,105,130,169],"local":[17],"visual":[18,35,94,123],"information.":[19],"The":[20,192],"complexity":[21],"backgrounds":[23],"the":[25,86,91,113,147,182,185],"scale":[26],"variations":[27],"among":[28],"targets":[29],"make":[30],"difficult":[32],"to":[33,55,89,146],"align":[34],"regions":[36,95],"with":[37,112,175],"corresponding":[38,97],"attributes.":[40],"Furthermore,":[41],"large":[42,135],"multimodal":[43,75,87,114],"models,":[44],"while":[45],"effective":[46],"in":[47,51],"general":[48],"scenarios,":[49],"struggle":[50],"due":[54],"their":[56],"lack":[57,148],"specialized":[59],"knowledge":[60],"regional":[62],"awareness.":[63],"To":[64],"address":[65],"these":[66],"issues,":[67],"this":[68,180],"article":[69],"proposes":[70],"an":[71],"attribute-guided":[72],"multi-granularity":[73],"instruction":[74,109],"model":[76,88,115],"(MGIMM)":[77],"for":[78,138,153],"image":[81,132],"description.":[83],"MGIMM":[84,125],"guides":[85],"learn":[90],"consistency":[92],"between":[93],"text":[98],"attributes":[99],"(such":[100],"as":[101],"object":[102],"names,":[103],"colors,":[104],"shapes)":[106],"through":[107],"region-level":[108,129],"tuning.":[110],"Then,":[111],"aligned":[116],"on":[117,179],"region":[118],"attribute,":[119],"guided":[120],"by":[121],"multigrain":[122],"features,":[124],"fully":[126],"perceives":[127],"information,":[133],"utilizing":[134],"language":[136],"models":[137],"comprehensive":[139],"images.":[144],"Due":[145],"a":[150,163],"standard":[151],"benchmark":[152],"generating":[154],"images,":[160],"we":[161],"construct":[162],"dataset":[164],"featuring":[165],"38320":[166],"region-attribute":[167],"pairs":[168],"23463":[170],"image-detailed":[171],"description":[172],"pairs.":[173],"Compared":[174],"various":[176],"advanced":[177],"methods":[178],"dataset,":[181],"results":[183],"demonstrate":[184],"effectiveness":[186],"MGIMM\u2019s":[188],"region-attribute-guided":[189],"learning":[190],"approach.":[191],"code":[193],"available":[195],"athttps://github.com/yangcong356/MGIMM.git.":[196]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}