{"id":"https://openalex.org/W4390043965","doi":"https://doi.org/10.1109/lgrs.2023.3345854","title":"SmaDS-SiamUnet: A Small Dual-Stream Network for Change Detection of Dual-Sensor Data","display_name":"SmaDS-SiamUnet: A Small Dual-Stream Network for Change Detection of Dual-Sensor Data","publication_year":2023,"publication_date":"2023-12-21","ids":{"openalex":"https://openalex.org/W4390043965","doi":"https://doi.org/10.1109/lgrs.2023.3345854"},"language":"en","primary_location":{"id":"doi:10.1109/lgrs.2023.3345854","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2023.3345854","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":"https://openalex.org/A5070975831","display_name":"Yankun Huang","orcid":"https://orcid.org/0009-0006-1118-6922"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yankun Huang","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108455544","display_name":"Zhenyuan Ji","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyuan Ji","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100639306","display_name":"Yun Zhang","orcid":"https://orcid.org/0009-0006-0642-712X"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Zhang","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038020087","display_name":"Haoxuan Yuan","orcid":"https://orcid.org/0000-0002-5773-7965"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoxuan Yuan","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083511072","display_name":"Qinglong Hua","orcid":"https://orcid.org/0000-0001-8963-6651"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinglong Hua","raw_affiliation_strings":["School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5070975831"],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":1.5358,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.81784971,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"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/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9842000007629395,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9842000007629395,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9829000234603882,"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"}},{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9721999764442444,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.7579193115234375},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4961641728878021},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.45883625745773315},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.25010737776756287}],"concepts":[{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.7579193115234375},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4961641728878021},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.45883625745773315},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.25010737776756287},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lgrs.2023.3345854","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2023.3345854","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/G5825872677","display_name":null,"funder_award_id":"62371170","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":16,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2157364932","https://openalex.org/W2187089797","https://openalex.org/W2884585870","https://openalex.org/W2891248708","https://openalex.org/W2896365540","https://openalex.org/W2911805825","https://openalex.org/W3170169951","https://openalex.org/W3207616990","https://openalex.org/W4213124617","https://openalex.org/W4226417358","https://openalex.org/W4285203116","https://openalex.org/W4296871854","https://openalex.org/W4302763946","https://openalex.org/W4312549298","https://openalex.org/W6796538260"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032","https://openalex.org/W2382290278"],"abstract_inverted_index":{"Change":[0],"detection":[1],"(CD)":[2],"methods":[3,32],"for":[4,25,73,79],"remote":[5],"sensing":[6],"images":[7],"based":[8],"on":[9,140,163],"deep":[10,19],"learning":[11,20],"have":[12],"garnered":[13],"increasing":[14],"research":[15],"attention.":[16],"However,":[17],"existing":[18],"approaches":[21],"are":[22],"often":[23],"tailored":[24],"specific":[26],"types":[27],"of":[28,115,149,155],"sensors.":[29,81],"Extending":[30],"these":[31,51],"to":[33,104,112],"dual-sensor":[34,142],"scenarios":[35,139],"presents":[36],"challenges,":[37,52],"including":[38],"difficulties":[39],"in":[40,46,129],"data":[41],"fusion":[42],"and":[43,96,151],"an":[44,146],"increase":[45],"parameter":[47,109,153],"numbers.":[48],"To":[49],"address":[50],"we":[53,118],"propose":[54,119],"a":[55,68,85,120,126,141,164],"novel":[56],"dual-stream":[57],"encoder\u2013decoder":[58],"CD":[59,143],"network":[60],"architecture.":[61],"In":[62,102],"the":[63,65,83,106,113,152],"encoder,":[64],"architecture":[66,123],"comprises":[67],"shared-weight":[69],"Siamese":[70],"Unet":[71,122],"stream":[72],"each":[74,130],"sensor,":[75],"with":[76,125],"unique":[77],"weights":[78],"different":[80,100],"Before":[82],"decoder,":[84],"3-D":[86],"attention":[87],"module":[88],"(3-D":[89],"AM)":[90],"is":[91,135,169],"incorporated,":[92],"processing":[93],"encoder":[94],"outputs":[95],"fusing":[97],"features":[98],"from":[99],"streams.":[101],"addition,":[103],"mitigate":[105],"increased":[107],"model":[108,134],"numbers":[110],"due":[111],"use":[114],"dual":[116],"sensors,":[117],"lightweight":[121],"along":[124],"time-difference":[127],"structure":[128],"stream.":[131],"The":[132],"proposed":[133],"evaluated":[136],"across":[137],"multiple":[138],"dataset,":[144],"yielding":[145],"F1":[147],"score":[148],"0.572":[150],"number":[154],"0.91":[156],"M.":[157],"These":[158],"results":[159],"showcase":[160],"high":[161],"performance":[162],"cost-effective":[165],"level.":[166],"Our":[167],"code":[168],"available":[170],"at":[171],"<uri":[172],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[173],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/CodeofHuang/SmaDS_SiamUnet</uri>":[174],".":[175]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":6}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}