{"id":"https://openalex.org/W4401387221","doi":"https://doi.org/10.1109/jstars.2024.3439991","title":"WSMsFNet: Joint the Whole Supervision and Multiscale Fusion Network for Remote Sensing Image Change Detection","display_name":"WSMsFNet: Joint the Whole Supervision and Multiscale Fusion Network for Remote Sensing Image Change Detection","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401387221","doi":"https://doi.org/10.1109/jstars.2024.3439991"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2024.3439991","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3439991","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":null,"license_id":null,"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.2024.3439991","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101505758","display_name":"Bin Wang","orcid":"https://orcid.org/0000-0002-3372-7906"},"institutions":[{"id":"https://openalex.org/I135714990","display_name":"North University of China","ror":"https://ror.org/047bp1713","country_code":"CN","type":"education","lineage":["https://openalex.org/I135714990"]},{"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/I4210160793","display_name":"Institute of Geographic Sciences and Natural Resources Research","ror":"https://ror.org/04t1cdb72","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210160793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Wang","raw_affiliation_strings":["Department of Computer Science and Technology, North University of China, Taiyuan, China","Department of computer science and technology, North University of China, Taiyuan, China","State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-3372-7906","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, North University of China, Taiyuan, China","institution_ids":["https://openalex.org/I135714990"]},{"raw_affiliation_string":"Department of computer science and technology, North University of China, Taiyuan, China","institution_ids":["https://openalex.org/I135714990"]},{"raw_affiliation_string":"State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210160793","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114002019","display_name":"Xiaohu Jiang","orcid":"https://orcid.org/0009-0000-3133-1986"},"institutions":[{"id":"https://openalex.org/I135714990","display_name":"North University of China","ror":"https://ror.org/047bp1713","country_code":"CN","type":"education","lineage":["https://openalex.org/I135714990"]},{"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/I4210160793","display_name":"Institute of Geographic Sciences and Natural Resources Research","ror":"https://ror.org/04t1cdb72","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210160793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohu Jiang","raw_affiliation_strings":["Department of Computer Science and Technology, North University of China, Taiyuan, China","State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, China","Department of computer science and technology, North University of China, Taiyuan, China"],"raw_orcid":"https://orcid.org/0009-0000-3133-1986","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, North University of China, Taiyuan, China","institution_ids":["https://openalex.org/I135714990"]},{"raw_affiliation_string":"State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210160793","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Department of computer science and technology, North University of China, Taiyuan, China","institution_ids":["https://openalex.org/I135714990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067778788","display_name":"Pinle Qin","orcid":"https://orcid.org/0000-0002-9086-7366"},"institutions":[{"id":"https://openalex.org/I135714990","display_name":"North University of China","ror":"https://ror.org/047bp1713","country_code":"CN","type":"education","lineage":["https://openalex.org/I135714990"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pinle Qin","raw_affiliation_strings":["Department of Computer Science and Technology, North University of China, Taiyuan, China","Department of computer science and technology, North University of China, Taiyuan, China"],"raw_orcid":"https://orcid.org/0000-0002-9086-7366","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, North University of China, Taiyuan, China","institution_ids":["https://openalex.org/I135714990"]},{"raw_affiliation_string":"Department of computer science and technology, North University of China, Taiyuan, China","institution_ids":["https://openalex.org/I135714990"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030630089","display_name":"Jianchao Zeng","orcid":"https://orcid.org/0000-0001-7755-7550"},"institutions":[{"id":"https://openalex.org/I135714990","display_name":"North University of China","ror":"https://ror.org/047bp1713","country_code":"CN","type":"education","lineage":["https://openalex.org/I135714990"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianchao Zeng","raw_affiliation_strings":["Department of Computer Science and Technology, North University of China, Taiyuan, China","Department of computer science and technology, North University of China, Taiyuan, China"],"raw_orcid":"https://orcid.org/0000-0001-7755-7550","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, North University of China, Taiyuan, China","institution_ids":["https://openalex.org/I135714990"]},{"raw_affiliation_string":"Department of computer science and technology, North University of China, Taiyuan, China","institution_ids":["https://openalex.org/I135714990"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"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":1.627,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.85513576,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"17","issue":null,"first_page":"14656","last_page":"14669"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9998999834060669,"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":0.9998999834060669,"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/T13890","display_name":"Remote Sensing and Land Use","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9829999804496765,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.787354588508606},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.7099506855010986},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.694625198841095},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.59952312707901},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5564132332801819},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5472150444984436},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5402606725692749},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.5137416124343872},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.4988901615142822},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.45644667744636536},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4291648864746094},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.4176775813102722},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.41426002979278564},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.39236798882484436},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.378390908241272},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3645177483558655},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08704602718353271}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.787354588508606},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.7099506855010986},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.694625198841095},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.59952312707901},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5564132332801819},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5472150444984436},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5402606725692749},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.5137416124343872},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.4988901615142822},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.45644667744636536},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4291648864746094},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.4176775813102722},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.41426002979278564},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.39236798882484436},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.378390908241272},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3645177483558655},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08704602718353271},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2024.3439991","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3439991","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":null,"license_id":null,"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:f7fd1a44b2354e099208884ddd19b85a","is_oa":true,"landing_page_url":"https://doaj.org/article/f7fd1a44b2354e099208884ddd19b85a","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 17, Pp 14656-14669 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2024.3439991","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3439991","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":null,"license_id":null,"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/G2639864943","display_name":"\u6d77\u5357\u7701\u996e\u7528\u6c34\u6e90\u5730\u751f\u6001\u73af\u5883\u53ef\u6301\u7eed\u53d1\u5c55\u9065\u611f\u76d1\u6d4b\u4e0e\u8bc4\u4f30","funder_award_id":"422QN350","funder_id":"https://openalex.org/F4320322866","funder_display_name":"Natural Science Foundation of Hainan Province"}],"funders":[{"id":"https://openalex.org/F4320322866","display_name":"Natural Science Foundation of Hainan Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326832","display_name":"State Key Laboratory of Resources and Environmental Information System","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W2891248708","https://openalex.org/W3027225766","https://openalex.org/W3084438775","https://openalex.org/W3094171276","https://openalex.org/W3096808073","https://openalex.org/W3120467244","https://openalex.org/W3133726918","https://openalex.org/W3139745482","https://openalex.org/W3180045188","https://openalex.org/W3196294958","https://openalex.org/W3210193870","https://openalex.org/W3215176889","https://openalex.org/W3217004489","https://openalex.org/W4214601273","https://openalex.org/W4226246368","https://openalex.org/W4226305459","https://openalex.org/W4226327869","https://openalex.org/W4283718418","https://openalex.org/W4285507497","https://openalex.org/W4287890462","https://openalex.org/W4293057377","https://openalex.org/W4295909205","https://openalex.org/W4312549298","https://openalex.org/W4312636943","https://openalex.org/W4313350235","https://openalex.org/W4315473884","https://openalex.org/W4317603917","https://openalex.org/W4318767292","https://openalex.org/W4319996564","https://openalex.org/W4321194499","https://openalex.org/W4321382169","https://openalex.org/W4327811127","https://openalex.org/W4360930410","https://openalex.org/W4362654014","https://openalex.org/W4386075611","https://openalex.org/W4386076206","https://openalex.org/W4386453438","https://openalex.org/W4388878389","https://openalex.org/W4389169332","https://openalex.org/W4389170058","https://openalex.org/W4389664756","https://openalex.org/W4389722524","https://openalex.org/W4389879998","https://openalex.org/W4389890877","https://openalex.org/W4389912810","https://openalex.org/W4389934556","https://openalex.org/W4389934639","https://openalex.org/W4389961173","https://openalex.org/W4390480890","https://openalex.org/W4390533997","https://openalex.org/W4390605026","https://openalex.org/W4390706297","https://openalex.org/W4391093019","https://openalex.org/W4391305801","https://openalex.org/W4391341296","https://openalex.org/W4391661676","https://openalex.org/W4391827269","https://openalex.org/W4391991763","https://openalex.org/W4392187965","https://openalex.org/W4392406194","https://openalex.org/W4392450285","https://openalex.org/W4392543766","https://openalex.org/W4392543909","https://openalex.org/W4392693693","https://openalex.org/W4392940616","https://openalex.org/W4392980210","https://openalex.org/W4393159942","https://openalex.org/W4393906060","https://openalex.org/W4394981673","https://openalex.org/W6851153218"],"related_works":["https://openalex.org/W2568858292","https://openalex.org/W1515964938","https://openalex.org/W2389381914","https://openalex.org/W2376528221","https://openalex.org/W196800607","https://openalex.org/W2359428812","https://openalex.org/W2085384747","https://openalex.org/W3181296946","https://openalex.org/W2088166309","https://openalex.org/W4309346246"],"abstract_inverted_index":{"Remote":[0],"sensing":[1],"image":[2],"change":[3,88],"detection":[4],"(RSCD)":[5],"aims":[6],"to":[7,13,35,57,82,145,167],"extract":[8],"high-level":[9],"semantic":[10],"feature":[11,66,96,133,149,178,183],"(HLSF)":[12],"identify":[14],"the":[15,24,27,36,44,48,52,74,87,92,95,103,110,118,136,147,157,161,169,177,193],"changed":[16],"areas":[17],"(CAs)":[18],"between":[19],"dual-temporal":[20],"images":[21],"(DTIs).":[22],"However,":[23],"diversity":[25],"in":[26,43,199],"CA":[28],"shape":[29],"and":[30,76,126,141,152,181,202],"size":[31],"poses":[32],"certain":[33],"challenge":[34],"CD":[37,53,69],"task.":[38],"Besides,":[39],"different":[40,114],"illumination":[41],"conditions":[42],"same":[45,137],"scene":[46],"of":[47,79,86,99,117,156,186],"DTI":[49],"further":[50],"increase":[51],"difficulty.":[54],"In":[55,90],"response":[56],"these":[58],"above":[59],"issues,":[60],"this":[61],"paper":[62],"proposes":[63],"a":[64],"multi-scale":[65,80],"(MSF)":[67],"fusion":[68,127],"network-WSMsFNet,":[70],"which":[71,173],"fully":[72],"utilizes":[73],"local":[75,148],"global":[77,142],"information":[78,116,124,154],"features":[81],"achieve":[83],"comprehensive":[84],"representation":[85,150,179],"scene;":[89],"addition,":[91],"network":[93,111],"improves":[94],"extraction":[97,184],"ability":[98,151,180],"each":[100,187],"module":[101],"through":[102],"whole":[104],"process":[105],"supervision":[106],"loss":[107,163],"function.":[108],"Firstly,":[109],"hierarchically":[112],"extracts":[113],"scale":[115],"two":[119],"temporal":[120],"RS;":[121],"Then,":[122],"special":[123],"enhancement":[125],"modules":[128],"are":[129],"constructed":[130],"for":[131],"various":[132],"layers":[134],"(i.e.,":[135],"level,":[138,140],"adjacent":[139],"features),":[143],"aiming":[144],"enhance":[146,176],"contextual":[153],"relevance":[155],"deep":[158],"network;":[159],"Finally,":[160],"whole-process":[162],"function":[164],"is":[165],"set":[166],"supervise":[168],"intermediate":[170],"layer":[171],"learning,":[172],"can":[174],"effectively":[175],"guide":[182],"direction":[185],"module.":[188],"Experiments":[189],"have":[190],"shown":[191],"that":[192],"WSMsFNet":[194],"has":[195],"achieved":[196],"significant":[197],"results":[198],"both":[200],"qualitative":[201],"quantitative":[203],"indicators.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-13T07:31:44.756512","created_date":"2025-10-10T00:00:00"}
