{"id":"https://openalex.org/W4414459068","doi":"https://doi.org/10.1109/tgrs.2025.3613849","title":"HPMF: Hypergraph-Guided Prototype Mining Framework for Few-Shot Object Detection in Remote Sensing Images","display_name":"HPMF: Hypergraph-Guided Prototype Mining Framework for Few-Shot Object Detection in Remote Sensing Images","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4414459068","doi":"https://doi.org/10.1109/tgrs.2025.3613849"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3613849","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3613849","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","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":null,"display_name":"Yan Li","orcid":"https://orcid.org/0000-0001-8137-3084"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Li","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi’an, China","School of Software, Northwestern Polytechnical University, Xi’an, China"],"raw_orcid":"https://orcid.org/0000-0001-8137-3084","affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi’an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Software, Northwestern Polytechnical University, Xi’an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079027115","display_name":"Mingzhe Hao","orcid":null},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingzhe Hao","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi’an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi’an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039570154","display_name":"Jiaman Ma","orcid":"https://orcid.org/0000-0002-5685-6145"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaman Ma","raw_affiliation_strings":["School of Software, Northwestern Polytechnical University, Xi’an, China"],"raw_orcid":"https://orcid.org/0000-0002-5685-6145","affiliations":[{"raw_affiliation_string":"School of Software, Northwestern Polytechnical University, Xi’an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021034112","display_name":"Amirkhan Temirbayev","orcid":"https://orcid.org/0000-0001-6759-2774"},"institutions":[{"id":"https://openalex.org/I185571130","display_name":"Al-Farabi Kazakh National University","ror":"https://ror.org/03q0vrn42","country_code":"KZ","type":"education","lineage":["https://openalex.org/I185571130"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Amirkhan Temirbayev","raw_affiliation_strings":["Al-Farabi Kazakh National University, Almaty, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Al-Farabi Kazakh National University, Almaty, Kazakhstan","institution_ids":["https://openalex.org/I185571130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100785617","display_name":"Ying Li","orcid":"https://orcid.org/0000-0001-7370-1754"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Li","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi’an, China","School of Software, Northwestern Polytechnical University, Xi’an, China"],"raw_orcid":"https://orcid.org/0000-0001-7370-1754","affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi’an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Software, Northwestern Polytechnical University, Xi’an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023507910","display_name":"Shijian Lu","orcid":"https://orcid.org/0000-0002-6766-2506"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Shijian Lu","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore","School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-6766-2506","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039652471","display_name":"Changjing Shang","orcid":"https://orcid.org/0000-0001-6375-6276"},"institutions":[{"id":"https://openalex.org/I16038530","display_name":"Aberystwyth University","ror":"https://ror.org/015m2p889","country_code":"GB","type":"education","lineage":["https://openalex.org/I16038530"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Changjing Shang","raw_affiliation_strings":["Department of Computer Science, Aberystwyth University, Aberystwyth, U.K","Department of Computer Science, Aberystwyth University, Aberystwyth, UK"],"raw_orcid":"https://orcid.org/0000-0001-6375-6276","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Aberystwyth University, Aberystwyth, U.K","institution_ids":["https://openalex.org/I16038530"]},{"raw_affiliation_string":"Department of Computer Science, Aberystwyth University, Aberystwyth, UK","institution_ids":["https://openalex.org/I16038530"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036010787","display_name":"Qiang Shen","orcid":"https://orcid.org/0000-0001-9333-4605"},"institutions":[{"id":"https://openalex.org/I16038530","display_name":"Aberystwyth University","ror":"https://ror.org/015m2p889","country_code":"GB","type":"education","lineage":["https://openalex.org/I16038530"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Qiang Shen","raw_affiliation_strings":["Department of Computer Science, Aberystwyth University, Aberystwyth, U.K","Department of Computer Science, Aberystwyth University, Aberystwyth, UK"],"raw_orcid":"https://orcid.org/0000-0001-9333-4605","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Aberystwyth University, Aberystwyth, U.K","institution_ids":["https://openalex.org/I16038530"]},{"raw_affiliation_string":"Department of Computer Science, Aberystwyth University, Aberystwyth, UK","institution_ids":["https://openalex.org/I16038530"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1028,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.80257231,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.972599983215332,"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":0.972599983215332,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9649999737739563,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9372000098228455,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5217000246047974},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.49720001220703125},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.42160001397132874},{"id":"https://openalex.org/keywords/minimum-bounding-box","display_name":"Minimum bounding box","score":0.40939998626708984},{"id":"https://openalex.org/keywords/bounding-overwatch","display_name":"Bounding overwatch","score":0.39910000562667847},{"id":"https://openalex.org/keywords/remote-sensing-application","display_name":"Remote sensing application","score":0.3734000027179718},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.36230000853538513},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.33970001339912415}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8174999952316284},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5217000246047974},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5138000249862671},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.49720001220703125},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44769999384880066},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.42160001397132874},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.41179999709129333},{"id":"https://openalex.org/C147037132","wikidata":"https://www.wikidata.org/wiki/Q6865426","display_name":"Minimum bounding box","level":3,"score":0.40939998626708984},{"id":"https://openalex.org/C63584917","wikidata":"https://www.wikidata.org/wiki/Q333286","display_name":"Bounding overwatch","level":2,"score":0.39910000562667847},{"id":"https://openalex.org/C183365957","wikidata":"https://www.wikidata.org/wiki/Q17140402","display_name":"Remote sensing application","level":3,"score":0.3734000027179718},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.36230000853538513},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.33970001339912415},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3287999927997589},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.313400000333786},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.30230000615119934},{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.3021000027656555},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.30070000886917114},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.3003999888896942},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.27799999713897705},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.2750999927520752},{"id":"https://openalex.org/C2776517306","wikidata":"https://www.wikidata.org/wiki/Q29017317","display_name":"Similarity measure","level":2,"score":0.2529999911785126},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.2506999969482422}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tgrs.2025.3613849","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3613849","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/217768","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/217768","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6556306731","display_name":null,"funder_award_id":"62271400","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":50,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W2000474946","https://openalex.org/W2144506857","https://openalex.org/W2170057991","https://openalex.org/W2779335303","https://openalex.org/W2804452841","https://openalex.org/W2892880750","https://openalex.org/W2935079508","https://openalex.org/W2962837320","https://openalex.org/W2983156430","https://openalex.org/W2992240579","https://openalex.org/W2996583130","https://openalex.org/W3008299393","https://openalex.org/W3034974675","https://openalex.org/W3044832322","https://openalex.org/W3085990079","https://openalex.org/W3096609285","https://openalex.org/W3104355095","https://openalex.org/W3123405196","https://openalex.org/W3127743092","https://openalex.org/W3132437036","https://openalex.org/W3138516171","https://openalex.org/W3163623915","https://openalex.org/W3205363943","https://openalex.org/W3210092690","https://openalex.org/W4214724741","https://openalex.org/W4282926996","https://openalex.org/W4311796646","https://openalex.org/W4312755049","https://openalex.org/W4322706836","https://openalex.org/W4360770866","https://openalex.org/W4382449964","https://openalex.org/W4384162044","https://openalex.org/W4385413432","https://openalex.org/W4386083115","https://openalex.org/W4386590738","https://openalex.org/W4387885916","https://openalex.org/W4388676554","https://openalex.org/W4389476368","https://openalex.org/W4390659411","https://openalex.org/W4391021462","https://openalex.org/W4391559729","https://openalex.org/W4393106002","https://openalex.org/W4394706539","https://openalex.org/W4403791693","https://openalex.org/W4405907339","https://openalex.org/W4406322219","https://openalex.org/W4406858089","https://openalex.org/W4408072540","https://openalex.org/W4408356059"],"related_works":[],"abstract_inverted_index":{"Few-shot":[0],"object":[1],"detection":[2],"(FSOD)":[3],"within":[4],"remote":[5,26],"sensing":[6,27],"imagery":[7],"has":[8],"achieved":[9],"great":[10],"advancements":[11],"in":[12,32],"recent":[13],"years.":[14],"However,":[15],"most":[16],"existing":[17],"methods":[18,167],"are":[19,35],"facing":[20],"one":[21],"key":[22],"challenge":[23,62],"while":[24],"handling":[25],"images:":[28],"many":[29],"unlabeled":[30,87],"instances":[31,88,110],"few-shot":[33],"images":[34],"treated":[36],"as":[37,177],"background,":[38],"which":[39,76],"tends":[40],"to":[41],"degrade":[42],"the":[43,46,61,86,108,129,148,152,162],"generalization":[44],"of":[45,142,151],"trained":[47],"model":[48],"severely.":[49],"This":[50],"paper":[51],"presents":[52],"HPMF,":[53],"a":[54,78,96,121],"Hypergraph-guided":[55],"Prototype":[56],"Mining":[57,74],"Framework":[58],"that":[59,83,101,125,161],"addresses":[60],"through":[63],"joint":[64],"optimization":[65],"from":[66],"three":[67],"perspectives.":[68],"The":[69,93,118],"first":[70],"is":[71,95,120],"Hierarchical":[72],"Reference":[73],"(HRM)":[75],"constructs":[77],"class-instance":[79],"dual-driven":[80],"prototype":[81],"space":[82],"enables":[84],"mining":[85,149],"via":[89,111],"cross-hierarchical":[90],"similarity":[91,141],"fusion.":[92],"second":[94],"Robust":[97],"Pseudo-box":[98],"Estimator":[99],"(RPE)":[100],"generates":[102],"high-quality":[103],"pseudo":[104],"bounding":[105],"boxes":[106],"for":[107,132],"HRM-mined":[109],"adaptive":[112],"density":[113],"clustering":[114],"and":[115,140,181],"multi-statistic":[116],"aggregation.":[117],"third":[119],"Hypergraph-Guided":[122],"Decoder":[123],"(HGD)":[124],"introduces":[126],"hypergraphs":[127],"into":[128],"transformer":[130],"decoder":[131],"group":[133],"semantic":[134,138],"modeling,":[135],"enhancing":[136],"high-order":[137],"association":[139],"instance":[143],"features,":[144],"thereby":[145],"further":[146],"improving":[147],"performance":[150],"HRM":[153],"module.":[154],"Extensive":[155],"experiments":[156],"under":[157],"various":[158],"settings":[159],"show":[160],"proposed":[163],"HPMF":[164],"outperforms":[165],"state-of-the-art":[166],"consistently":[168],"across":[169],"multiple":[170],"widely":[171],"adopted":[172],"remote-sensing":[173],"FSOD":[174],"benchmarks":[175],"such":[176],"DIOR,":[178],"NWPU-VHR10":[179],"v2,":[180],"HRRSD.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-16T13:24:37.021932","created_date":"2025-10-10T00:00:00"}