{"id":"https://openalex.org/W4406794289","doi":"https://doi.org/10.1109/tim.2025.3533639","title":"A State Space Model-Driven Multiscale Attention Method for Geological Hazard Segmentation","display_name":"A State Space Model-Driven Multiscale Attention Method for Geological Hazard Segmentation","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406794289","doi":"https://doi.org/10.1109/tim.2025.3533639"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3533639","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3533639","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Transactions on Instrumentation and Measurement","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/A5101661853","display_name":"Juan Yang","orcid":"https://orcid.org/0000-0001-5550-0318"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Juan Yang","raw_affiliation_strings":["College of Engineering, Shantou University, Shantou, China"],"affiliations":[{"raw_affiliation_string":"College of Engineering, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103079093","display_name":"Weichao Cai","orcid":"https://orcid.org/0009-0002-6060-655X"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weichao Cai","raw_affiliation_strings":["School of Information and the Key Laboratory of Underwater Acoustic Communication and Marine Information Technology, Ministry of Education, Xiamen University, Xiamen, China","School of Information, Xiamen University, Xiamen, China"],"affiliations":[{"raw_affiliation_string":"School of Information and the Key Laboratory of Underwater Acoustic Communication and Marine Information Technology, Ministry of Education, Xiamen University, Xiamen, China","institution_ids":["https://openalex.org/I191208505"]},{"raw_affiliation_string":"School of Information, Xiamen University, Xiamen, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101469932","display_name":"Chen Gao","orcid":"https://orcid.org/0000-0003-3865-0896"},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gao Chen","raw_affiliation_strings":["School of Telecommunications Engineering and Intelligentization, Dongguan University of Technology, Dongguan, China"],"affiliations":[{"raw_affiliation_string":"School of Telecommunications Engineering and Intelligentization, Dongguan University of Technology, Dongguan, China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081305410","display_name":"Jingwen Yan","orcid":"https://orcid.org/0000-0002-6153-3519"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingwen Yan","raw_affiliation_strings":["College of Engineering, Shantou University, Shantou, China"],"affiliations":[{"raw_affiliation_string":"College of Engineering, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101661853"],"corresponding_institution_ids":["https://openalex.org/I32574673"],"apc_list":null,"apc_paid":null,"fwci":5.4766,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.94773107,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10892","display_name":"Drilling and Well Engineering","score":0.9926999807357788,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T10892","display_name":"Drilling and Well Engineering","score":0.9926999807357788,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9912999868392944,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"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/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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":0.5707563757896423},{"id":"https://openalex.org/keywords/hazard","display_name":"Hazard","score":0.5568825006484985},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5460233688354492},{"id":"https://openalex.org/keywords/state-space","display_name":"State space","score":0.5075758695602417},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.5070760250091553},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.4768986701965332},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3735479414463043},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3479751646518707},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2983695864677429},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16752126812934875},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.14007815718650818}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5707563757896423},{"id":"https://openalex.org/C49261128","wikidata":"https://www.wikidata.org/wiki/Q1132455","display_name":"Hazard","level":2,"score":0.5568825006484985},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5460233688354492},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.5075758695602417},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.5070760250091553},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4768986701965332},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3735479414463043},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3479751646518707},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2983695864677429},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16752126812934875},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.14007815718650818},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3533639","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3533639","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8199999928474426,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G3397945424","display_name":null,"funder_award_id":"2024A1515011766","funder_id":"https://openalex.org/F4320326680","funder_display_name":"Guangdong Polytechnic of Science and Technology"},{"id":"https://openalex.org/G716753716","display_name":null,"funder_award_id":"SKL202402024","funder_id":"https://openalex.org/F4320328921","funder_display_name":"State Key Laboratory of Photovoltaic Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320326680","display_name":"Guangdong Polytechnic of Science and Technology","ror":"https://ror.org/01wq2p249"},{"id":"https://openalex.org/F4320328921","display_name":"State Key Laboratory of Photovoltaic Science and Technology","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2194775991","https://openalex.org/W2395611524","https://openalex.org/W2963881378","https://openalex.org/W3135903521","https://openalex.org/W3138516171","https://openalex.org/W3198041268","https://openalex.org/W4283450732","https://openalex.org/W4285798168","https://openalex.org/W4291972017","https://openalex.org/W4303649515","https://openalex.org/W4309938396","https://openalex.org/W4311142071","https://openalex.org/W4312688875","https://openalex.org/W4312805142","https://openalex.org/W4312815172","https://openalex.org/W4312820606","https://openalex.org/W4312881242","https://openalex.org/W4313272859","https://openalex.org/W4313332526","https://openalex.org/W4315498672","https://openalex.org/W4361017517","https://openalex.org/W4375851321","https://openalex.org/W4378977778","https://openalex.org/W4381429805","https://openalex.org/W4383753324","https://openalex.org/W4385063871","https://openalex.org/W4385636629","https://openalex.org/W4386075553","https://openalex.org/W4386076267","https://openalex.org/W4386077592","https://openalex.org/W4387993701","https://openalex.org/W4389352637","https://openalex.org/W4390176301","https://openalex.org/W4390871961","https://openalex.org/W4390874575","https://openalex.org/W4391433258","https://openalex.org/W4392309444","https://openalex.org/W4392578922","https://openalex.org/W4392720041","https://openalex.org/W4393203555","https://openalex.org/W4393372356","https://openalex.org/W4393972749","https://openalex.org/W4398794745","https://openalex.org/W4399347616","https://openalex.org/W4399896584","https://openalex.org/W4400111526","https://openalex.org/W6730845260","https://openalex.org/W6739696289","https://openalex.org/W6757817989","https://openalex.org/W6794345597","https://openalex.org/W6797399245","https://openalex.org/W6842806116","https://openalex.org/W6852934099","https://openalex.org/W6859298233","https://openalex.org/W6869684754"],"related_works":["https://openalex.org/W4379231730","https://openalex.org/W4389858081","https://openalex.org/W2501551404","https://openalex.org/W4298131179","https://openalex.org/W2113201962","https://openalex.org/W4385583601","https://openalex.org/W4395685956","https://openalex.org/W3159516372","https://openalex.org/W4398146871","https://openalex.org/W3204400600"],"abstract_inverted_index":{"High-precision":[0],"segmentation":[1],"of":[2,22,144,180,196,207],"geological":[3,60,120],"disasters":[4],"plays":[5],"a":[6,53,160],"crucial":[7],"role":[8],"in":[9,166,174],"disaster":[10,181,208],"rescue,":[11],"significantly":[12,203],"contributing":[13],"to":[14,42,75,88,100,117,131,148,156],"improving":[15,204],"rescue":[16,23],"efficiency":[17],"and":[18,27,34,105,187,199],"optimizing":[19],"the":[20,64,93,102,111,114,123,133,145,154,157,167,185,189,194,205,214],"allocation":[21],"resources.":[24],"However,":[25],"landslides":[26],"debris":[28],"flows":[29],"typically":[30],"have":[31],"irregular":[32,138],"contours":[33],"arbitrary":[35],"scopes,":[36],"which":[37,169],"cause":[38],"most":[39],"existing":[40],"methods":[41],"suffer":[43],"from":[44],"poor":[45],"performance.":[46,219],"To":[47],"address":[48],"these":[49],"issues,":[50],"we":[51],"propose":[52],"novel":[54],"dual-path":[55,191],"feature":[56,201],"extraction":[57],"architecture":[58,192],"for":[59],"hazard":[61],"segmentation.":[62,209],"First,":[63],"state":[65,94],"space":[66,95],"model-driven":[67],"global":[68,103],"multiscale":[69,82,90,197],"attention":[70],"module":[71,127],"(SSMGMA)":[72],"is":[73,98,129,147,164],"used":[74],"model":[76,96,106,116],"cross-scale":[77,107],"long-range":[78,108],"dependencies":[79],"by":[80,137],"powerful":[81],"representation.":[83],"Dilated":[84],"convolutions":[85],"are":[86],"adopted":[87,165],"extract":[89],"features,":[91],"while":[92],"(SSM)":[97],"incorporated":[99],"capture":[101],"context":[104],"dependencies.":[109],"Consequently,":[110],"SSMGMA":[112,186],"allows":[113],"proposed":[115,190,215],"completely":[118],"segment":[119],"disasters.":[121],"Subsequently,":[122],"high-frequency":[124,151,175,200],"prompt":[125,155],"encoder":[126],"(HFPE)":[128],"employed":[130],"alleviate":[132],"negative":[134],"effects":[135],"caused":[136],"contour":[139],"problems.":[140],"The":[141],"core":[142],"idea":[143],"HFPE":[146],"effectively":[149],"encode":[150],"information":[152,176],"as":[153],"decoder.":[158],"Specifically,":[159],"well-designed":[161],"encoding":[162],"strategy":[163],"HFPE,":[168,188],"can":[170],"transform":[171],"subtle":[172],"variations":[173],"into":[177],"precise":[178],"locations":[179],"areas.":[182],"By":[183],"combining":[184],"leverages":[193],"advantages":[195],"features":[198],"encoding,":[202],"accuracy":[206],"Experimental":[210],"results":[211],"show":[212],"that":[213],"method":[216],"has":[217],"superior":[218]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
