{"id":"https://openalex.org/W4409356670","doi":"https://doi.org/10.1109/jstars.2025.3559884","title":"A Transfer Learning Approach for Landslide Semantic Segmentation Based on Visual Foundation Model","display_name":"A Transfer Learning Approach for Landslide Semantic Segmentation Based on Visual Foundation Model","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409356670","doi":"https://doi.org/10.1109/jstars.2025.3559884"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2025.3559884","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3559884","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.2025.3559884","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113145952","display_name":"Changhong Hou","orcid":null},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changhong Hou","raw_affiliation_strings":["College of Geoscience and Surveying Engineering, China University of Mining and Technology-Beijing, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0002-9324-812X","affiliations":[{"raw_affiliation_string":"College of Geoscience and Surveying Engineering, China University of Mining and Technology-Beijing, Beijing, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007212758","display_name":"Junchuan Yu","orcid":"https://orcid.org/0000-0003-2987-0504"},"institutions":[{"id":"https://openalex.org/I4210092591","display_name":"China Centre for Resources Satellite Data and Application","ror":"https://ror.org/00ft0fw96","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210092591"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junchuan Yu","raw_affiliation_strings":["Department of Satellite Application Research, China Aero Geophysical Survey and Remote Sensing Center for Natural Resources, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2987-0504","affiliations":[{"raw_affiliation_string":"Department of Satellite Application Research, China Aero Geophysical Survey and Remote Sensing Center for Natural Resources, Beijing, China","institution_ids":["https://openalex.org/I4210092591"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026572747","display_name":"Daqing Ge","orcid":"https://orcid.org/0009-0005-2779-8854"},"institutions":[{"id":"https://openalex.org/I4210092591","display_name":"China Centre for Resources Satellite Data and Application","ror":"https://ror.org/00ft0fw96","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210092591"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Daqing Ge","raw_affiliation_strings":["Department of Satellite Application Research, China Aero Geophysical Survey and Remote Sensing Center for Natural Resources, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0005-2779-8854","affiliations":[{"raw_affiliation_string":"Department of Satellite Application Research, China Aero Geophysical Survey and Remote Sensing Center for Natural Resources, Beijing, China","institution_ids":["https://openalex.org/I4210092591"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101817853","display_name":"Yang Liu","orcid":"https://orcid.org/0000-0002-3552-3579"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liu Yang","raw_affiliation_strings":["College of Geoscience and Surveying Engineering, China University of Mining and Technology-Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Geoscience and Surveying Engineering, China University of Mining and Technology-Beijing, Beijing, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052754197","display_name":"Laidian Xi","orcid":null},"institutions":[{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Laidian Xi","raw_affiliation_strings":["School of Earth Sciences and Resources, China University of Geosciences, Beijing, China","School of Earth Sciences and Resources, China University of Geosciences (Beijing), Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Earth Sciences and Resources, China University of Geosciences, Beijing, China","institution_ids":["https://openalex.org/I3125743391"]},{"raw_affiliation_string":"School of Earth Sciences and Resources, China University of Geosciences (Beijing), Beijing, China","institution_ids":["https://openalex.org/I3125743391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105844304","display_name":"Yunxuan Pang","orcid":null},"institutions":[{"id":"https://openalex.org/I3125743391","display_name":"China University of Geosciences (Beijing)","ror":"https://ror.org/04q6c7p66","country_code":"CN","type":"education","lineage":["https://openalex.org/I3125743391"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunxuan Pang","raw_affiliation_strings":["School of Earth Sciences and Resources, China University of Geosciences, Beijing, China","School of Earth Sciences and Resources, China University of Geosciences (Beijing), Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Earth Sciences and Resources, China University of Geosciences, Beijing, China","institution_ids":["https://openalex.org/I3125743391"]},{"raw_affiliation_string":"School of Earth Sciences and Resources, China University of Geosciences (Beijing), Beijing, China","institution_ids":["https://openalex.org/I3125743391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110752580","display_name":"Yi Wen","orcid":null},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Wen","raw_affiliation_strings":["College of Geoscience and Surveying Engineering, China University of Mining and Technology-Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Geoscience and Surveying Engineering, China University of Mining and Technology-Beijing, Beijing, China","institution_ids":["https://openalex.org/I25757504"]}]}],"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":16.9894,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.99038203,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"18","issue":null,"first_page":"11561","last_page":"11572"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9743000268936157,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9743000268936157,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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":0.7427006363868713},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.7021823525428772},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6263052225112915},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5834940075874329},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5558444857597351},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4150424003601074},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34397092461586},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.33003076910972595}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7427006363868713},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.7021823525428772},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6263052225112915},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5834940075874329},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5558444857597351},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4150424003601074},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34397092461586},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.33003076910972595},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2025.3559884","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3559884","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:ab4355fd25a04e1e8d1cc3b3ed6a3193","is_oa":true,"landing_page_url":"https://doaj.org/article/ab4355fd25a04e1e8d1cc3b3ed6a3193","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 11561-11572 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2025.3559884","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3559884","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":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2333230539","https://openalex.org/W2395611524","https://openalex.org/W2560023338","https://openalex.org/W2751000232","https://openalex.org/W2787091153","https://openalex.org/W2963551763","https://openalex.org/W3003882269","https://openalex.org/W3011692993","https://openalex.org/W3040304705","https://openalex.org/W3081064176","https://openalex.org/W3163894833","https://openalex.org/W3176828726","https://openalex.org/W4205460703","https://openalex.org/W4226334005","https://openalex.org/W4283022097","https://openalex.org/W4283029931","https://openalex.org/W4291743716","https://openalex.org/W4312651322","https://openalex.org/W4312853765","https://openalex.org/W4321108433","https://openalex.org/W4323519326","https://openalex.org/W4382465573","https://openalex.org/W4386590660","https://openalex.org/W4388129777","https://openalex.org/W4388408436","https://openalex.org/W4388538576","https://openalex.org/W4390678101","https://openalex.org/W4390874575","https://openalex.org/W4390971106","https://openalex.org/W4391021462","https://openalex.org/W4391092744","https://openalex.org/W4391109864","https://openalex.org/W4393154423","https://openalex.org/W4393571644","https://openalex.org/W4401567734","https://openalex.org/W4402436554","https://openalex.org/W4402727760","https://openalex.org/W4408634392","https://openalex.org/W6755207826","https://openalex.org/W6755977528","https://openalex.org/W6759579507","https://openalex.org/W6772381481","https://openalex.org/W6780695396","https://openalex.org/W6790275670","https://openalex.org/W6796581206","https://openalex.org/W6797399245","https://openalex.org/W6798160016","https://openalex.org/W6838701581","https://openalex.org/W6838865580","https://openalex.org/W6847464999","https://openalex.org/W6851956268","https://openalex.org/W6852249959","https://openalex.org/W6852753519","https://openalex.org/W6853219587","https://openalex.org/W6854362512","https://openalex.org/W6857180592","https://openalex.org/W6870839691"],"related_works":["https://openalex.org/W2381393187","https://openalex.org/W2332779545","https://openalex.org/W2358060160","https://openalex.org/W2035483685","https://openalex.org/W1969764885","https://openalex.org/W596947562","https://openalex.org/W2793937822","https://openalex.org/W2790817834","https://openalex.org/W2777605427","https://openalex.org/W2501983714"],"abstract_inverted_index":{"Landslides":[0],"are":[1,145],"one":[2],"of":[3,44,82,105,173,180,233],"the":[4,10,27,42,49,61,72,102,121,130,139,148,152,158,164,178,181,190,195,208,212],"most":[5],"destructive":[6],"natural":[7],"disasters":[8],"in":[9,48],"world,":[11],"threatening":[12],"human":[13],"life":[14],"and":[15,85,142,147,176,194,201],"safety.":[16],"With":[17],"excellent":[18],"performance":[19],"as":[20],"a":[21,34,80,97,112],"foundation":[22],"model":[23,99,118,136,183,199,210],"for":[24,37,198,249],"image":[25,131],"segmentation,":[26],"Segment":[28],"Anything":[29],"Model":[30],"(SAM)":[31],"has":[32],"provided":[33],"novel":[35],"paradigm":[36],"semantic":[38,224],"segmentation":[39,74,103,225],"research.":[40],"However,":[41],"lack":[43],"remote":[45],"sensing":[46],"images":[47],"SAM":[50,67,106,234],"training":[51,86,114,119,200],"data":[52],"limits":[53],"its":[54],"ability":[55],"to":[56,71,90,162,221,236,241,243],"recognize":[57],"landslides.":[58],"Additionally,":[59],"despite":[60],"transfer":[62,66,123,242],"learning":[63,108,124],"approach":[64],"can":[65],"feature":[68],"extraction":[69],"capability":[70,104],"landslide":[73,109,192,244],"task,":[75],"but":[76],"it":[77],"will":[78,252],"consume":[79],"lot":[81],"computational":[83],"resources":[84],"time.":[87],"In":[88,227],"order":[89],"solve":[91],"these":[92],"challenges,":[93],"this":[94,250],"study":[95],"proposes":[96],"TransLandSeg":[98,182,209,229],"that":[100,207],"transfers":[101],"while":[107],"features":[110],"at":[111,255],"low":[113],"cost.":[115],"To":[116],"limit":[117],"parameters,":[120],"adaptive":[122],"(ATL)":[125],"module":[126,141,154],"is":[127,133,155],"purposely":[128],"designed,":[129],"encoder":[132],"frozen":[134],"during":[135],"training,":[137],"only":[138,231],"ATL":[140,153,166,174,186],"mask":[143],"decoder":[144],"trained,":[146],"knowledge":[149],"learned":[150],"from":[151],"input":[156],"into":[157],"original":[159],"network.":[160],"Moreover,":[161],"select":[163],"best":[165],"module,":[167],"we":[168],"also":[169],"designed":[170],"9":[171],"kinds":[172],"modules":[175],"analyzed":[177],"accuracy":[179],"with":[184],"different":[185],"modules.":[187],"We":[188],"selected":[189],"Bijie":[191],"dataset":[193,197],"Landslide4Sense":[196],"testing.":[202],"The":[203,246],"experiment":[204],"results":[205],"show":[206],"increases":[211],"mean":[213],"intersection":[214],"over":[215],"union":[216],"(MIoU)":[217],"by":[218],"1.48%-13.01%":[219],"compared":[220],"other":[222],"state-of-the-art":[223],"models.":[226],"addition,":[228],"requires":[230],"1.3%":[232],"parameters":[235],"enable":[237],"SAM's":[238],"powerful":[239],"capabilities":[240],"segmentation.":[245],"source":[247],"code":[248],"work":[251],"be":[253],"accessible":[254],"https://github.com/JunchuanYu/TransLandSeg.":[256]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":5}],"updated_date":"2026-06-24T13:16:06.693445","created_date":"2025-10-10T00:00:00"}