{"id":"https://openalex.org/W4414693281","doi":"https://doi.org/10.1109/jstars.2025.3616377","title":"Trans-SGSLN: High-Resolution Remote Sensing Image Change Detection Algorithm for Identifying Standardized Field With Transformer","display_name":"Trans-SGSLN: High-Resolution Remote Sensing Image Change Detection Algorithm for Identifying Standardized Field With Transformer","publication_year":2025,"publication_date":"2025-10-01","ids":{"openalex":"https://openalex.org/W4414693281","doi":"https://doi.org/10.1109/jstars.2025.3616377"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2025.3616377","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3616377","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.2025.3616377","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Zhi Liu","orcid":"https://orcid.org/0009-0000-3033-4384"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210101301","display_name":"Northeast Institute of Geography and Agroecology","ror":"https://ror.org/01a9z1q73","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210101301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi Liu","raw_affiliation_strings":["State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, China"],"raw_orcid":"https://orcid.org/0009-0000-3033-4384","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, China","institution_ids":["https://openalex.org/I4210101301","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005225443","display_name":"Xiangtian Meng","orcid":"https://orcid.org/0000-0001-5153-1352"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210101301","display_name":"Northeast Institute of Geography and Agroecology","ror":"https://ror.org/01a9z1q73","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210101301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangtian Meng","raw_affiliation_strings":["State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, China","institution_ids":["https://openalex.org/I4210101301","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069809506","display_name":"Yihao Wang","orcid":"https://orcid.org/0009-0005-6414-346X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210101301","display_name":"Northeast Institute of Geography and Agroecology","ror":"https://ror.org/01a9z1q73","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210101301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yihao Wang","raw_affiliation_strings":["State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, China","institution_ids":["https://openalex.org/I4210101301","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019663384","display_name":"Shuai Ma","orcid":"https://orcid.org/0000-0002-7658-292X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210101301","display_name":"Northeast Institute of Geography and Agroecology","ror":"https://ror.org/01a9z1q73","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210101301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shinai Ma","raw_affiliation_strings":["State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, China","institution_ids":["https://openalex.org/I4210101301","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077391385","display_name":"Linghua Meng","orcid":"https://orcid.org/0000-0001-7722-8685"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210101301","display_name":"Northeast Institute of Geography and Agroecology","ror":"https://ror.org/01a9z1q73","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210101301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linghua Meng","raw_affiliation_strings":["State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, China","institution_ids":["https://openalex.org/I4210101301","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yilin Bao","orcid":null},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yilin Bao","raw_affiliation_strings":["Jilin University, Changchun, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jilin University, Changchun, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"last","author":{"id":null,"display_name":"Huanjun Liu","orcid":"https://orcid.org/0009-0002-6833-0690"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210101301","display_name":"Northeast Institute of Geography and Agroecology","ror":"https://ror.org/01a9z1q73","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210101301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huanjun Liu","raw_affiliation_strings":["State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, China"],"raw_orcid":"https://orcid.org/0009-0002-6833-0690","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Black Soils Conservation and Utilization, Northeast Institute of Geography and Agroecology, Chinese Academy of Sciences, Changchun, China","institution_ids":["https://openalex.org/I4210101301","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":1.7588,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.88793814,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"19","issue":null,"first_page":"1321","last_page":"1335"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.8610000014305115,"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/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.8610000014305115,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/false-positive-paradox","display_name":"False positive paradox","score":0.6039999723434448},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.5386999845504761},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5188999772071838},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.47760000824928284},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.3944999873638153},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.3905999958515167},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.38199999928474426},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3693999946117401},{"id":"https://openalex.org/keywords/remote-sensing-application","display_name":"Remote sensing application","score":0.35269999504089355}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8134999871253967},{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.6039999723434448},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.5386999845504761},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5188999772071838},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4975999891757965},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.47760000824928284},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4401000142097473},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.3944999873638153},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3905999958515167},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.38199999928474426},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3693999946117401},{"id":"https://openalex.org/C183365957","wikidata":"https://www.wikidata.org/wiki/Q17140402","display_name":"Remote sensing application","level":3,"score":0.35269999504089355},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.35089999437332153},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3422999978065491},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.32440000772476196},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.32429999113082886},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3188000023365021},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3125},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.31040000915527344},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.3089999854564667},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.3052999973297119},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2939999997615814},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.2800000011920929},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.2782000005245209},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.27630001306533813},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.26460000872612},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.26330000162124634},{"id":"https://openalex.org/C112789634","wikidata":"https://www.wikidata.org/wiki/Q18207010","display_name":"False positives and false negatives","level":3,"score":0.25850000977516174},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.25769999623298645},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.2563000023365021}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2025.3616377","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3616377","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:9fd4cb1c6a0241f0ae11be850394891d","is_oa":true,"landing_page_url":"https://doaj.org/article/9fd4cb1c6a0241f0ae11be850394891d","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 19, Pp 1321-1335 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2025.3616377","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3616377","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/G7521840996","display_name":null,"funder_award_id":"GZB20240737","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1984494057","https://openalex.org/W1991688003","https://openalex.org/W1997413270","https://openalex.org/W2036798369","https://openalex.org/W2167208453","https://openalex.org/W2471141653","https://openalex.org/W2745358476","https://openalex.org/W2767112898","https://openalex.org/W2891248708","https://openalex.org/W2896092083","https://openalex.org/W2965270000","https://openalex.org/W3009942016","https://openalex.org/W3176330035","https://openalex.org/W3180045188","https://openalex.org/W4210544941","https://openalex.org/W4229373348","https://openalex.org/W4307939994","https://openalex.org/W4321599983","https://openalex.org/W4380537722","https://openalex.org/W4382317739","https://openalex.org/W4383877508","https://openalex.org/W4386299129","https://openalex.org/W4388206388","https://openalex.org/W4390236092","https://openalex.org/W4392693971","https://openalex.org/W4400944803"],"related_works":[],"abstract_inverted_index":{"Identifying":[0],"standardized":[1,12,29,41,137,179,282],"field":[2,13,30,181,259],"is":[3,21],"a":[4,22,56,119,151,275],"fundamental":[5],"task":[6],"that":[7,238],"facilitates":[8],"the":[9,33,37,49,77,99,117,161,178,190,228,234,251,255,269],"assessment":[10],"of":[11,24,52,208,220,257,281],"construction":[14],"progress":[15],"and":[16,42,103,128,149,206,213,225,243,250,264],"precision":[17],"management.":[18],"Currently,":[19],"there":[20],"scarcity":[23],"work":[25],"focused":[26],"on":[27,125,198,233],"identifying":[28],"due":[31],"to":[32,135,163],"challenge":[34,58],"posed":[35],"by":[36],"visual":[38],"similarity":[39],"between":[40],"ordinary":[43],"field,":[44],"with":[45,72,153],"differences":[46],"primarily":[47],"in":[48,65,96,108,172],"internal":[50],"distribution":[51],"rand.":[53],"This":[54,159],"presents":[55],"significant":[57],"for":[59,87,156,272,278],"deep":[60],"learning":[61],"models.":[62],"Change":[63],"detection":[64,122,280],"remote":[66,109,173],"sensing":[67,110,174],"has":[68,94],"been":[69],"extensively":[70],"studied,":[71],"one":[73],"notable":[74],"method":[75],"being":[76],"SGSLN,":[78,249],"an":[79],"exchanging":[80],"dual":[81],"encoder-decoder":[82],"(EDED)":[83],"architecture":[84],"network,":[85],"renowned":[86],"its":[88],"high":[89],"recognition":[90],"accuracy.":[91],"However,":[92],"SGSLN":[93,229],"limitations":[95],"effectively":[97,167,247],"capturing":[98],"intricate":[100],"spatial":[101,129],"dependencies":[102],"long-range":[104,165],"contextual":[105],"information":[106],"present":[107],"images.":[111,175],"To":[112],"address":[113],"this,":[114],"we":[115,267],"propose":[116],"Trans-SGSLN,":[118,273],"binary":[120],"change":[121],"model":[123,195],"based":[124],"semantic":[126,147],"guidance":[127],"localization,":[130],"utilizing":[131],"Gaofen-1":[132],"(GF-1)":[133],"images":[134,188],"identify":[136],"field.":[138,283],"Our":[139],"novel":[140],"algorithm":[141,252],"transforms":[142],"dual-temporal":[143],"high-dimensional":[144],"features":[145],"into":[146],"space":[148],"employs":[150],"Transformer":[152],"non-siamese":[154],"weights":[155],"feature":[157],"fusion.":[158],"enables":[160],"network":[162],"capture":[164],"dependencies,":[166],"handling":[168],"complex":[169],"scene":[170],"changes":[171],"We":[176],"constructed":[177],"grid":[180],"transformations":[182],"(SGFT)":[183],"dataset":[184],"using":[185],"two":[186],"GF-1":[187],"from":[189],"Youyi":[191],"Farm.":[192],"The":[193],"Trans-SGSLN":[194,239],"was":[196],"trained":[197],"this":[199],"dataset,":[200],"achieving":[201],"Precision,":[202],"Recall,":[203],"IoU,":[204],"F1-score,":[205],"Accuracy":[207],"83.41%,":[209],"69.44%,":[210],"61.01%,":[211],"75.78%,":[212],"94.47%,":[214],"respectively.":[215],"These":[216],"metrics":[217],"represent":[218],"improvements":[219],"3.16%,":[221],"0.22%,":[222],"1.87%,":[223],"1.45%,":[224],"0.43%":[226],"over":[227],"model.":[230],"Comparative":[231],"analysis":[232],"test":[235],"set":[236],"indicates":[237],"minimizes":[240],"false":[241,244],"positives":[242],"negatives":[245],"more":[246],"than":[248],"significantly":[253],"reduces":[254],"misidentification":[256],"non-standardized":[258],"changes.":[260],"Through":[261],"segmentation":[262],"models":[263],"parameter":[265],"experiments,":[266],"identified":[268],"optimal":[270],"configuration":[271],"providing":[274],"viable":[276],"solution":[277],"large-scale":[279]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
