{"id":"https://openalex.org/W4402775217","doi":"https://doi.org/10.3390/rs16183533","title":"Hypergraph Representation Learning for Remote Sensing Image Change Detection","display_name":"Hypergraph Representation Learning for Remote Sensing Image Change Detection","publication_year":2024,"publication_date":"2024-09-23","ids":{"openalex":"https://openalex.org/W4402775217","doi":"https://doi.org/10.3390/rs16183533"},"language":"en","primary_location":{"id":"doi:10.3390/rs16183533","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16183533","pdf_url":null,"source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"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/10.3390/rs16183533","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026690461","display_name":"Zhoujuan Cui","orcid":"https://orcid.org/0000-0002-1653-6921"},"institutions":[{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhoujuan Cui","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Beijing 100084, China","Department of Electronic Engineering, Tsinghua University, Beijing 100084, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Beijing 100084, China","institution_ids":["https://openalex.org/I4210156423"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing 100084, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026853603","display_name":"Yueran Zu","orcid":"https://orcid.org/0000-0002-2027-6253"},"institutions":[{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yueran Zu","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Beijing 100084, China","Department of Electronic Engineering, Tsinghua University, Beijing 100084, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Beijing 100084, China","institution_ids":["https://openalex.org/I4210156423"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing 100084, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025137837","display_name":"Yiping Duan","orcid":"https://orcid.org/0000-0001-9638-7112"},"institutions":[{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiping Duan","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Beijing 100084, China","Department of Electronic Engineering, Tsinghua University, Beijing 100084, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Beijing 100084, China","institution_ids":["https://openalex.org/I4210156423"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing 100084, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113424196","display_name":"Xiaoming Tao","orcid":"https://orcid.org/0009-0006-0951-2485"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]},{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoming Tao","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Beijing 100084, China","Department of Electronic Engineering, Tsinghua University, Beijing 100084, China"],"affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Beijing 100084, China","institution_ids":["https://openalex.org/I4210156423"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing 100084, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5026690461"],"corresponding_institution_ids":["https://openalex.org/I4210156423","https://openalex.org/I99065089"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.9439,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.78977411,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"16","issue":"18","first_page":"3533","last_page":"3533"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9986000061035156,"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":0.9986000061035156,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9671000242233276,"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"}},{"id":"https://openalex.org/T13890","display_name":"Remote Sensing and Land Use","score":0.9408000111579895,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6223526000976562},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5979213714599609},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5163111090660095},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.49942541122436523},{"id":"https://openalex.org/keywords/hypergraph","display_name":"Hypergraph","score":0.445093035697937},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4101613759994507},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3959137499332428},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.170497864484787},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0858275294303894},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.06266695261001587}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6223526000976562},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5979213714599609},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5163111090660095},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.49942541122436523},{"id":"https://openalex.org/C2781221856","wikidata":"https://www.wikidata.org/wiki/Q840247","display_name":"Hypergraph","level":2,"score":0.445093035697937},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4101613759994507},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3959137499332428},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.170497864484787},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0858275294303894},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.06266695261001587},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs16183533","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16183533","pdf_url":null,"source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ea0728facde443c4a2946e6edbfc1d1c","is_oa":true,"landing_page_url":"https://doaj.org/article/ea0728facde443c4a2946e6edbfc1d1c","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 16, Iss 18, p 3533 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs16183533","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16183533","pdf_url":null,"source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3266592944","display_name":null,"funder_award_id":"U22B2001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4069517361","display_name":null,"funder_award_id":"62171257","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5585223276","display_name":null,"funder_award_id":"61925105","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5631758027","display_name":null,"funder_award_id":"62227801","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5956977036","display_name":null,"funder_award_id":"62322109","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":75,"referenced_works":["https://openalex.org/W79952373","https://openalex.org/W144473798","https://openalex.org/W1971783005","https://openalex.org/W1987454493","https://openalex.org/W1987838363","https://openalex.org/W2042088790","https://openalex.org/W2044623981","https://openalex.org/W2051629477","https://openalex.org/W2082081125","https://openalex.org/W2100290662","https://openalex.org/W2118246710","https://openalex.org/W2143685245","https://openalex.org/W2148063443","https://openalex.org/W2156924720","https://openalex.org/W2161273109","https://openalex.org/W2292984592","https://openalex.org/W2373534919","https://openalex.org/W2471141653","https://openalex.org/W2624329447","https://openalex.org/W2891248708","https://openalex.org/W2892621946","https://openalex.org/W2896365540","https://openalex.org/W2901160729","https://openalex.org/W2908320224","https://openalex.org/W2942105743","https://openalex.org/W2951991161","https://openalex.org/W2954332586","https://openalex.org/W2979341199","https://openalex.org/W3004423752","https://openalex.org/W3017051070","https://openalex.org/W3027225766","https://openalex.org/W3033554993","https://openalex.org/W3036453075","https://openalex.org/W3047443805","https://openalex.org/W3090239664","https://openalex.org/W3103695279","https://openalex.org/W3118358609","https://openalex.org/W3120467244","https://openalex.org/W3121000959","https://openalex.org/W3130754787","https://openalex.org/W3176258165","https://openalex.org/W3186032668","https://openalex.org/W3197715477","https://openalex.org/W3207101021","https://openalex.org/W3211646616","https://openalex.org/W4206218592","https://openalex.org/W4213124617","https://openalex.org/W4226253382","https://openalex.org/W4282926996","https://openalex.org/W4285298122","https://openalex.org/W4312350143","https://openalex.org/W4312549298","https://openalex.org/W4318767292","https://openalex.org/W4362653113","https://openalex.org/W4366957284","https://openalex.org/W4382628891","https://openalex.org/W4382629139","https://openalex.org/W4385574936","https://openalex.org/W4389297219","https://openalex.org/W4389352551","https://openalex.org/W4391128886","https://openalex.org/W4391216310","https://openalex.org/W4391467945","https://openalex.org/W4396809811","https://openalex.org/W4399849882","https://openalex.org/W6790731625","https://openalex.org/W6791069318","https://openalex.org/W6799693294","https://openalex.org/W6801106609","https://openalex.org/W6806395468","https://openalex.org/W6849954485","https://openalex.org/W6855500207","https://openalex.org/W6859034471","https://openalex.org/W6861365724","https://openalex.org/W6863710974"],"related_works":["https://openalex.org/W4376608589","https://openalex.org/W1537073411","https://openalex.org/W3138003926","https://openalex.org/W1630514295","https://openalex.org/W4300037846","https://openalex.org/W4288275998","https://openalex.org/W2963081352","https://openalex.org/W4376608938","https://openalex.org/W2472555608","https://openalex.org/W4214498971"],"abstract_inverted_index":{"To":[0],"address":[1],"the":[2,9,16,27,52,56,98,130,134,147,167,171,174,178,192,202,213],"challenges":[3],"of":[4,13,29,58,103,177,217],"change":[5,181,218],"detection":[6,182],"tasks,":[7],"including":[8],"scarcity":[10],"and":[11,26,48,80,106,108,139,146,197,215],"dispersion":[12],"labeled":[14],"samples,":[15],"difficulty":[17],"in":[18,73,183,211],"efficiently":[19],"extracting":[20],"features":[21,75],"from":[22],"unstructured":[23],"image":[24],"objects,":[25],"underutilization":[28],"high-order":[30,50,168],"correlation":[31],"information,":[32],"we":[33],"propose":[34],"a":[35,86,115,126,155],"novel":[36],"architecture":[37],"based":[38,90,157],"on":[39,91,129,158,201],"hypergraph":[40,117,159],"convolutional":[41,160],"neural":[42,161],"networks.":[43],"By":[44],"characterizing":[45],"superpixel":[46,92,123],"vertices":[47,138],"their":[49,110],"correlations,":[51],"method":[53,193],"implicitly":[54],"expands":[55],"number":[57],"labels":[59],"while":[60],"assigning":[61],"adaptive":[62],"weight":[63],"parameters":[64],"to":[65],"adjacent":[66],"objects.":[67],"It":[68],"not":[69],"only":[70],"describes":[71],"changes":[72,82],"vertex":[74,87],"but":[76],"also":[77],"uncovers":[78],"local":[79],"consistent":[81],"within":[83,170],"hyperedges.":[84],"Specifically,":[85],"aggregation":[88],"mechanism":[89],"segmentation":[93],"is":[94,119,141,163],"established,":[95],"which":[96,165],"segments":[97],"difference":[99],"map":[100],"into":[101],"superpixels":[102],"diverse":[104],"shapes":[105],"boundaries,":[107],"extracts":[109],"significant":[111],"statistical":[112],"features.":[113],"Subsequently,":[114],"dynamic":[116],"structure":[118],"constructed,":[120],"with":[121],"each":[122],"serving":[124],"as":[125],"vertex.":[127],"Based":[128],"multi-head":[131],"self-attention":[132],"mechanism,":[133],"connection":[135],"probability":[136],"between":[137],"hyperedges":[140,148],"calculated":[142],"through":[143,151,173],"learnable":[144],"parameters,":[145],"are":[149],"generated":[150],"threshold":[152],"filtering.":[153],"Moreover,":[154],"framework":[156],"networks":[162],"customized,":[164],"models":[166],"correlations":[169],"data":[172],"learning":[175],"optimization":[176],"hypergraph,":[179],"achieving":[180],"remote":[184,204],"sensing":[185,205],"images.":[186],"The":[187],"experimental":[188],"results":[189,200],"demonstrate":[190],"that":[191],"obtains":[194],"impressive":[195],"qualitative":[196],"quantitative":[198],"analysis":[199],"three":[203],"datasets,":[206],"thereby":[207],"verifying":[208],"its":[209],"effectiveness":[210],"enhancing":[212],"robustness":[214],"accuracy":[216],"detection.":[219]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
