{"id":"https://openalex.org/W4402774281","doi":"https://doi.org/10.1109/lgrs.2024.3461957","title":"MFDS-Net: Multiscale Feature Depth-Supervised Network for Remote Sensing Change Detection With Global Semantic and Detail Information","display_name":"MFDS-Net: Multiscale Feature Depth-Supervised Network for Remote Sensing Change Detection With Global Semantic and Detail Information","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402774281","doi":"https://doi.org/10.1109/lgrs.2024.3461957"},"language":"en","primary_location":{"id":"doi:10.1109/lgrs.2024.3461957","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2024.3461957","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"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 Geoscience and Remote Sensing Letters","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":null,"display_name":"Zhenyang Huang","orcid":"https://orcid.org/0009-0007-3785-8800"},"institutions":[{"id":"https://openalex.org/I83776822","display_name":"Shandong Institute of Business and Technology","ror":"https://ror.org/03rrkrc24","country_code":"CN","type":"education","lineage":["https://openalex.org/I83776822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyang Huang","raw_affiliation_strings":["School of Information and Electronic Engineering, Shandong Technology and Business University, Yantai, China","School of Information and electronic engineering, Shandong Technology and Business University, Yantai, China"],"raw_orcid":"https://orcid.org/0009-0007-3785-8800","affiliations":[{"raw_affiliation_string":"School of Information and Electronic Engineering, Shandong Technology and Business University, Yantai, China","institution_ids":["https://openalex.org/I83776822"]},{"raw_affiliation_string":"School of Information and electronic engineering, Shandong Technology and Business University, Yantai, China","institution_ids":["https://openalex.org/I83776822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084730062","display_name":"Zhaojin Fu","orcid":"https://orcid.org/0009-0003-4917-6867"},"institutions":[{"id":"https://openalex.org/I83776822","display_name":"Shandong Institute of Business and Technology","ror":"https://ror.org/03rrkrc24","country_code":"CN","type":"education","lineage":["https://openalex.org/I83776822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaojin Fu","raw_affiliation_strings":["School of Information and Electronic Engineering, Shandong Technology and Business University, Yantai, China","School of Information and electronic engineering, Shandong Technology and Business University, Yantai, China"],"raw_orcid":"https://orcid.org/0009-0003-4917-6867","affiliations":[{"raw_affiliation_string":"School of Information and Electronic Engineering, Shandong Technology and Business University, Yantai, China","institution_ids":["https://openalex.org/I83776822"]},{"raw_affiliation_string":"School of Information and electronic engineering, Shandong Technology and Business University, Yantai, China","institution_ids":["https://openalex.org/I83776822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046706611","display_name":"Jintao Song","orcid":"https://orcid.org/0000-0003-0226-0052"},"institutions":[{"id":"https://openalex.org/I83776822","display_name":"Shandong Institute of Business and Technology","ror":"https://ror.org/03rrkrc24","country_code":"CN","type":"education","lineage":["https://openalex.org/I83776822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jintao Song","raw_affiliation_strings":["School of Computer Science and Technology, Shandong Technology and Business University, Yantai, China"],"raw_orcid":"https://orcid.org/0000-0003-0226-0052","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong Technology and Business University, Yantai, China","institution_ids":["https://openalex.org/I83776822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014798392","display_name":"Genji Yuan","orcid":"https://orcid.org/0000-0002-8710-2266"},"institutions":[{"id":"https://openalex.org/I83776822","display_name":"Shandong Institute of Business and Technology","ror":"https://ror.org/03rrkrc24","country_code":"CN","type":"education","lineage":["https://openalex.org/I83776822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Genji Yuan","raw_affiliation_strings":["School of Computer Science and Technology, Shandong Technology and Business University, Yantai, China"],"raw_orcid":"https://orcid.org/0000-0002-8710-2266","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong Technology and Business University, Yantai, China","institution_ids":["https://openalex.org/I83776822"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028836596","display_name":"Jinjiang Li","orcid":"https://orcid.org/0000-0002-2080-8678"},"institutions":[{"id":"https://openalex.org/I83776822","display_name":"Shandong Institute of Business and Technology","ror":"https://ror.org/03rrkrc24","country_code":"CN","type":"education","lineage":["https://openalex.org/I83776822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinjiang Li","raw_affiliation_strings":["School of Computer Science and Technology, Shandong Technology and Business University, Yantai, China"],"raw_orcid":"https://orcid.org/0000-0002-2080-8678","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong Technology and Business University, Yantai, China","institution_ids":["https://openalex.org/I83776822"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I83776822"],"apc_list":null,"apc_paid":null,"fwci":1.0924,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.77963065,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"21","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9419999718666077,"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":0.9419999718666077,"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":0.7569271922111511},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.7560157775878906},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6824654340744019},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6537268757820129},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.5548075437545776},{"id":"https://openalex.org/keywords/semantic-feature","display_name":"Semantic feature","score":0.5443891286849976},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5201564431190491},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4397929310798645},{"id":"https://openalex.org/keywords/semantic-change","display_name":"Semantic change","score":0.4192817211151123},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3998397886753082},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10410803556442261},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.07505670189857483}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7569271922111511},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.7560157775878906},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6824654340744019},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6537268757820129},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.5548075437545776},{"id":"https://openalex.org/C2781122975","wikidata":"https://www.wikidata.org/wiki/Q16928266","display_name":"Semantic feature","level":2,"score":0.5443891286849976},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5201564431190491},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4397929310798645},{"id":"https://openalex.org/C36391188","wikidata":"https://www.wikidata.org/wiki/Q1939117","display_name":"Semantic change","level":2,"score":0.4192817211151123},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3998397886753082},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10410803556442261},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.07505670189857483},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lgrs.2024.3461957","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2024.3461957","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"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 Geoscience and Remote Sensing Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3206296086","display_name":null,"funder_award_id":"62272281","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4423309937","display_name":null,"funder_award_id":"62002200","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4878265459","display_name":"\u57fa\u4e8e\u591a\u6a21\u6001\u878d\u5408\u7684\u4e92\u8054\u7f51\u56fe\u50cf\u4e2d\u4eba\u7269\u884c\u4e3a\u6807\u6ce8\u7814\u7a76","funder_award_id":"61772319","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5192590634","display_name":null,"funder_award_id":"62002200, 62272281, 62202268","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G944836803","display_name":null,"funder_award_id":"62202268","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":17,"referenced_works":["https://openalex.org/W2012272610","https://openalex.org/W2110519070","https://openalex.org/W2800613751","https://openalex.org/W2963091558","https://openalex.org/W3027225766","https://openalex.org/W3036453075","https://openalex.org/W3036708415","https://openalex.org/W3048064159","https://openalex.org/W3094897602","https://openalex.org/W3180045188","https://openalex.org/W3207889202","https://openalex.org/W4226305459","https://openalex.org/W4293193225","https://openalex.org/W4318767292","https://openalex.org/W4384393272","https://openalex.org/W4385245566","https://openalex.org/W4394625816"],"related_works":["https://openalex.org/W2364155688","https://openalex.org/W2046522763","https://openalex.org/W2366916257","https://openalex.org/W2375847997","https://openalex.org/W2072836406","https://openalex.org/W2391772185","https://openalex.org/W2061641547","https://openalex.org/W4386420450","https://openalex.org/W2355099127","https://openalex.org/W2361892564"],"abstract_inverted_index":{"Change":[0],"detection":[1,57,71,192],"as":[2,91,93],"an":[3,200,206],"interdisciplinary":[4],"discipline":[5],"in":[6],"the":[7,26,31,53,80,97,103,110,127,135,155,195],"field":[8],"of":[9,29,55,82,88,99,105,137,157,166,184,188,203,208],"computer":[10],"vision":[11],"and":[12,22,42,51,75,102,164,174,205],"remote":[13,36,68],"sensing":[14,37,69],"at":[15],"present":[16],"has":[17],"been":[18],"receiving":[19],"extensive":[20],"attention":[21],"research.":[23],"Due":[24],"to":[25,121,133,153],"rapid":[27],"development":[28],"society,":[30],"geographic":[32,94],"information":[33,77,140],"captured":[34],"by":[35],"satellites":[38],"is":[39,151,172,212],"changing":[40,89,100],"faster":[41],"more":[43,85],"complex,":[44],"which":[45],"undoubtedly":[46],"poses":[47],"a":[48,61,84,115,118,142,177],"higher":[49],"challenge":[50],"highlights":[52],"value":[54],"change":[56,70,191],"tasks.":[58],"We":[59,125],"propose":[60,126],"multiscale":[62],"feature":[63,123,147,160],"depth-supervised":[64],"network":[65,120,171],"(MFDS-Net)":[66,78],"for":[67],"with":[72,79],"global":[73,128,143],"semantic":[74,129,139],"detail":[76],"aim":[81],"achieving":[83,162],"refined":[86],"description":[87],"buildings":[90],"well":[92],"information,":[95,161],"enhancing":[96],"localization":[98],"targets":[101],"acquisition":[104],"weak":[106],"features.":[107,168],"To":[108],"achieve":[109],"research":[111],"objectives,":[112],"we":[113],"use":[114],"modified$\\text":[116],"{ResNet}_{34}$as":[117],"backbone":[119],"perform":[122],"extraction.":[124],"enhancement":[130],"module":[131,149],"(GSEM)":[132],"enhance":[134],"processing":[136],"high-level":[138],"from":[141],"perspective.":[144],"The":[145,169,181,210],"differential":[146,167],"integration":[148],"(DFIM)":[150],"proposed":[152],"strengthen":[154],"fusion":[156],"different":[158],"depth":[159],"learning":[163],"extraction":[165],"entire":[170],"trained":[173],"optimized":[175],"using":[176],"deep":[178],"supervision":[179],"mechanism.":[180],"experimental":[182],"outcomes":[183],"MFDS-Net":[185],"surpass":[186],"those":[187],"current":[189],"mainstream":[190],"networks.":[193],"On":[194],"LEVIR":[196],"dataset,":[197],"it":[198],"achieved":[199],"F1":[201],"score":[202],"91.589":[204],"IoU":[207],"84.483.":[209],"code":[211],"available":[213],"athttps://github.com/AOZAKIiii/MFDS-Net.":[214]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
