{"id":"https://openalex.org/W4404809383","doi":"https://doi.org/10.1109/jstars.2024.3508692","title":"MISGNet: A Multilevel Intertemporal Semantic Guidance Network for Remote Sensing Images Change Detection","display_name":"MISGNet: A Multilevel Intertemporal Semantic Guidance Network for Remote Sensing Images Change Detection","publication_year":2024,"publication_date":"2024-11-28","ids":{"openalex":"https://openalex.org/W4404809383","doi":"https://doi.org/10.1109/jstars.2024.3508692"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2024.3508692","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3508692","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/jstars.2024.3508692","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075077475","display_name":"Binge Cui","orcid":"https://orcid.org/0000-0002-4172-4342"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Binge Cui","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034272543","display_name":"Chenglong Liu","orcid":"https://orcid.org/0000-0003-2031-2784"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenglong Liu","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100616471","display_name":"Haojie Li","orcid":"https://orcid.org/0000-0003-3882-2205"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haojie Li","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0003-3882-2205","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006879112","display_name":"Jianzhi Yu","orcid":"https://orcid.org/0000-0002-8024-6320"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianzhi Yu","raw_affiliation_strings":["College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-8024-6320","affiliations":[{"raw_affiliation_string":"College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I80143920"],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":0.2712,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.62374851,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"18","issue":null,"first_page":"1827","last_page":"1840"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9470000267028809,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9470000267028809,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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":0.7226428985595703},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.5882981419563293},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.47929614782333374},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3487021327018738},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.11248922348022461}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7226428985595703},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.5882981419563293},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.47929614782333374},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3487021327018738},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.11248922348022461}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2024.3508692","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3508692","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:95ed440212ab48afb01ddec79399ddaa","is_oa":true,"landing_page_url":"https://doaj.org/article/95ed440212ab48afb01ddec79399ddaa","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 18, Pp 1827-1840 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2024.3508692","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3508692","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8571611006","display_name":null,"funder_award_id":"42276185","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W10703220","https://openalex.org/W1903029394","https://openalex.org/W1979061792","https://openalex.org/W2056846661","https://openalex.org/W2144552105","https://openalex.org/W2194775991","https://openalex.org/W2615543373","https://openalex.org/W2752782242","https://openalex.org/W2792827505","https://openalex.org/W2795677914","https://openalex.org/W2891248708","https://openalex.org/W2908320224","https://openalex.org/W2921458013","https://openalex.org/W2931790542","https://openalex.org/W2966542792","https://openalex.org/W2997043451","https://openalex.org/W3009942016","https://openalex.org/W3010257550","https://openalex.org/W3011156941","https://openalex.org/W3015038817","https://openalex.org/W3027225766","https://openalex.org/W3036453075","https://openalex.org/W3099503507","https://openalex.org/W3123813572","https://openalex.org/W3130754787","https://openalex.org/W3131500599","https://openalex.org/W3133726918","https://openalex.org/W3138516171","https://openalex.org/W3139912591","https://openalex.org/W3176330035","https://openalex.org/W3180045188","https://openalex.org/W3189451737","https://openalex.org/W3196294958","https://openalex.org/W3197715477","https://openalex.org/W4206267281","https://openalex.org/W4226246368","https://openalex.org/W4226305459","https://openalex.org/W4285298122","https://openalex.org/W4289752563","https://openalex.org/W4311418298","https://openalex.org/W4311849222","https://openalex.org/W4312350143","https://openalex.org/W4312636943","https://openalex.org/W4312899129","https://openalex.org/W4318766188","https://openalex.org/W4319866415","https://openalex.org/W4321484256","https://openalex.org/W4352977315","https://openalex.org/W4377079808","https://openalex.org/W4381744215","https://openalex.org/W4385245566","https://openalex.org/W4386307242","https://openalex.org/W4389297219","https://openalex.org/W4389722524","https://openalex.org/W4391128886","https://openalex.org/W4393171240","https://openalex.org/W4398226167","https://openalex.org/W6754309021","https://openalex.org/W6769242847","https://openalex.org/W6779823529","https://openalex.org/W6784333009"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2568858292","https://openalex.org/W1515964938","https://openalex.org/W2389381914","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345"],"abstract_inverted_index":{"The":[0,79],"precise":[1],"identification":[2,46],"of":[3,11,17,39,47,76,131,162,171,190,208],"semantic":[4,35,49,67,77,102,112,121,155,169,198],"changes":[5,199],"in":[6,14,37,106,115,127,150,184,200],"remote":[7],"sensing":[8],"images":[9,134],"is":[10,157,182,203],"great":[12],"significance":[13],"the":[15,119,123,128,132,141,151,160,168,172,188,206],"domains":[16],"urban":[18],"planning":[19],"and":[20,138,196,211],"disaster":[21],"assessment.":[22],"Nevertheless,":[23],"current":[24],"change":[25],"detection":[26],"models":[27],"are":[28,84,95,135],"inadequate":[29],"when":[30],"it":[31],"comes":[32],"to":[33,44,108,117,140,186],"model":[34,227],"interactions":[36],"pairings":[38],"temporal":[40],"images.":[41,174],"This":[42,202],"leads":[43],"poor":[45],"identical":[48],"targets":[50],"that":[51,71,225],"have":[52],"unique":[53],"features.":[54,201],"In":[55],"this":[56],"article,":[57],"we":[58],"put":[59],"forth":[60],"a":[61,64,88,101,176],"proposal":[62],"for":[63],"multilevel":[65,82,129,177],"intertemporal":[66,163],"guidance":[68,103],"network":[69],"(MISGNet)":[70],"would":[72],"effectively":[73],"derive":[74],"representations":[75],"changes.":[78],"bitemporal":[80,133,173],"images'":[81],"features":[83,94,130],"initially":[85],"extracted":[86,93],"using":[87,100],"transformer":[89],"feature":[90],"extractor.":[91],"These":[92],"then":[96],"bidirectionally":[97],"semantically":[98],"augmented":[99],"module":[104,180],"(SGM)":[105],"order":[107,116,185],"acquire":[109],"more":[110],"comprehensive":[111],"representations.":[113],"Particularly,":[114],"obtain":[118],"object's":[120],"representation,":[122],"land":[124],"cover":[125],"objects":[126],"soft":[136],"clustered":[137],"mapped":[139],"graph":[142],"space,":[143],"with":[144],"each":[145],"vertex":[146],"representing":[147],"an":[148],"object":[149],"graph.":[152],"Then,":[153],"bidirectional":[154],"enhancement":[156],"achieved":[158,204],"through":[159,205],"use":[161],"nonlocal":[164],"operations,":[165],"which":[166],"strengthen":[167],"representation":[170],"Moreover,":[175],"difference":[178],"aggregation":[179],"(MDAM)":[181],"implemented":[183],"enhance":[187],"efficacy":[189],"summarizing":[191],"distinctions":[192],"between":[193],"different":[194],"levels":[195],"highlighting":[197],"utilization":[207],"pixelwise":[209,212],"addition":[210],"multiplication.":[213],"Extensive":[214],"experiments":[215],"conducted":[216],"on":[217],"three":[218],"publicly":[219],"available":[220],"datasets":[221],"provide":[222],"irrefutable":[223],"evidence":[224],"our":[226],"outperforms":[228],"alternative":[229],"methods":[230],"across":[231],"various":[232],"evaluation":[233],"metrics.":[234]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
