{"id":"https://openalex.org/W4408441397","doi":"https://doi.org/10.1109/access.2025.3551320","title":"Aircraft Target Detection in Remote Sensing Images Based on Improved YOLOv7-Tiny Network","display_name":"Aircraft Target Detection in Remote Sensing Images Based on Improved YOLOv7-Tiny Network","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408441397","doi":"https://doi.org/10.1109/access.2025.3551320"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3551320","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3551320","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"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 Access","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/access.2025.3551320","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Ruizhe Zhu","orcid":"https://orcid.org/0009-0008-0540-131X"},"institutions":[{"id":"https://openalex.org/I1328775524","display_name":"Zhejiang Sci-Tech University","ror":"https://ror.org/03893we55","country_code":"CN","type":"education","lineage":["https://openalex.org/I1328775524"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruizhe Zhu","raw_affiliation_strings":["School of Information Science and Engineering, Zhejiang Sci-Tech University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0008-0540-131X","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Zhejiang Sci-Tech University, Hangzhou, China","institution_ids":["https://openalex.org/I1328775524"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109247278","display_name":"Hai Jin","orcid":"https://orcid.org/0009-0006-4420-3792"},"institutions":[{"id":"https://openalex.org/I1328775524","display_name":"Zhejiang Sci-Tech University","ror":"https://ror.org/03893we55","country_code":"CN","type":"education","lineage":["https://openalex.org/I1328775524"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hai Jin","raw_affiliation_strings":["School of Information Science and Engineering, Zhejiang Sci-Tech University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0006-4420-3792","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Zhejiang Sci-Tech University, Hangzhou, China","institution_ids":["https://openalex.org/I1328775524"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025208620","display_name":"Yonghua Han","orcid":"https://orcid.org/0009-0000-0238-1941"},"institutions":[{"id":"https://openalex.org/I1328775524","display_name":"Zhejiang Sci-Tech University","ror":"https://ror.org/03893we55","country_code":"CN","type":"education","lineage":["https://openalex.org/I1328775524"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yonghua Han","raw_affiliation_strings":["School of Information Science and Engineering, Zhejiang Sci-Tech University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0000-0238-1941","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Zhejiang Sci-Tech University, Hangzhou, China","institution_ids":["https://openalex.org/I1328775524"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qiyang He","orcid":"https://orcid.org/0009-0007-0029-7456"},"institutions":[{"id":"https://openalex.org/I1328775524","display_name":"Zhejiang Sci-Tech University","ror":"https://ror.org/03893we55","country_code":"CN","type":"education","lineage":["https://openalex.org/I1328775524"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiyang He","raw_affiliation_strings":["School of Information Science and Engineering, Zhejiang Sci-Tech University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0007-0029-7456","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Zhejiang Sci-Tech University, Hangzhou, China","institution_ids":["https://openalex.org/I1328775524"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103077614","display_name":"Haibo Mu","orcid":"https://orcid.org/0000-0001-6407-7267"},"institutions":[{"id":"https://openalex.org/I4401727007","display_name":"Hikvision (China)","ror":"https://ror.org/02jzypx27","country_code":null,"type":"company","lineage":["https://openalex.org/I4401727007"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haibo Mu","raw_affiliation_strings":["Hangzhou Hikvision Digital Technology Company Ltd., Hangzhou, China","Hangzhou Hikvision Digital Technology Company Ltd, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hangzhou Hikvision Digital Technology Company Ltd., Hangzhou, China","institution_ids":["https://openalex.org/I4401727007"]},{"raw_affiliation_string":"Hangzhou Hikvision Digital Technology Company Ltd, Hangzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2075,"currency":"USD","value_usd":2075},"apc_paid":{"value":2075,"currency":"USD","value_usd":2075},"fwci":1.6891,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.82876366,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"48904","last_page":"48922"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14158","display_name":"Optical Systems and Laser Technology","score":0.7753999829292297,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T14158","display_name":"Optical Systems and Laser Technology","score":0.7753999829292297,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T12389","display_name":"Infrared Target Detection Methodologies","score":0.753600001335144,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.7386999726295471,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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":0.644869863986969},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.44165679812431335},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3747216463088989},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33201444149017334},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.07893744111061096}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.644869863986969},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.44165679812431335},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3747216463088989},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33201444149017334},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.07893744111061096}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3551320","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3551320","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:88170fead1e245f18ab9095d7733e5d5","is_oa":true,"landing_page_url":"https://doaj.org/article/88170fead1e245f18ab9095d7733e5d5","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 Access, Vol 13, Pp 48904-48922 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3551320","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3551320","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G2273078396","display_name":null,"funder_award_id":"2023C01233","funder_id":"https://openalex.org/F8142712028","funder_display_name":"Key Research and Development Program of Zhejiang Province"}],"funders":[{"id":"https://openalex.org/F8142712028","display_name":"Key Research and Development Program of Zhejiang Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W2102605133","https://openalex.org/W2109255472","https://openalex.org/W2618530766","https://openalex.org/W2787630273","https://openalex.org/W2798270772","https://openalex.org/W2866634454","https://openalex.org/W2886335102","https://openalex.org/W2940612399","https://openalex.org/W2947507977","https://openalex.org/W2963037989","https://openalex.org/W2963051609","https://openalex.org/W2963420686","https://openalex.org/W2979344115","https://openalex.org/W2981420411","https://openalex.org/W3177052299","https://openalex.org/W3199716762","https://openalex.org/W4205483841","https://openalex.org/W4289752563","https://openalex.org/W4292471183","https://openalex.org/W4313398061","https://openalex.org/W4363675798","https://openalex.org/W4377107858","https://openalex.org/W4382519713","https://openalex.org/W4385241442","https://openalex.org/W4387475629","https://openalex.org/W4390526259","https://openalex.org/W4390826350","https://openalex.org/W4393308750","https://openalex.org/W4399477293","https://openalex.org/W4399612799","https://openalex.org/W6765060542"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"To":[0,59],"address":[1,60],"the":[2,30,51,81,99,104,133,138,148,163,188],"challenges":[3],"posed":[4],"by":[5],"complex":[6,212],"backgrounds":[7,39],"and":[8,29,76,102,123,135,171,176,194,206],"target":[9,42,48,87],"scale":[10,49],"variations":[11,46],"in":[12,47,140,191,211],"remote":[13,118,202],"sensing":[14,119,203],"aircraft":[15,120,204],"detection,":[16],"we":[17,63,90,115],"propose":[18],"an":[19,92],"improved":[20],"YOLOv7-tiny":[21,150],"network":[22],"designed":[23],"to":[24,33,84,107,131],"boost":[25],"both":[26,192],"detection":[27,53,121,205],"accuracy":[28],"model\u2019s":[31,82,105,189],"ability":[32,83,106],"generalize":[34],"across":[35],"varying":[36],"conditions.":[37],"Complex":[38],"hinder":[40],"effective":[41,200],"feature":[43,94,208],"extraction,":[44],"while":[45],"complicate":[50],"real-time":[52,195,215],"of":[54,127,137,155,174,183],"objects":[55],"at":[56],"different":[57],"sizes.":[58],"these":[61],"issues,":[62],"introduce":[64],"a":[65,125,153,159,180],"multi-head":[66],"dynamic":[67],"joint":[68],"self-attention":[69],"mechanism":[70],"that":[71,97,147],"combines":[72],"self-attention,":[73],"channel":[74],"attention,":[75,78],"spatial":[77],"thereby":[79],"enhancing":[80],"capture":[85],"crucial":[86],"features.":[88],"Furthermore,":[89],"design":[91],"enhanced":[93,149],"extraction":[95],"module":[96],"expands":[98],"receptive":[100],"field":[101],"improves":[103],"extract":[108],"features":[109],"from":[110],"multi-scale":[111],"targets.":[112],"In":[113],"addition,":[114],"constructed":[116],"diverse":[117],"datasets":[122],"applied":[124],"range":[126],"data":[128],"augmentation":[129],"techniques":[130],"improve":[132],"robustness":[134],"adaptability":[136],"model":[139,151,167],"real-world":[141],"scenarios.":[142],"The":[143,166],"experimental":[144],"results":[145,186],"demonstrate":[146],"achieves":[152,169],"mAP":[154],"93.41%,":[156],"which":[157],"is":[158,217],"2.98%":[160],"improvement":[161],"over":[162],"original":[164],"model.":[165],"also":[168],"precision":[170,193],"recall":[172],"rates":[173],"90.44%":[175],"87.81%,":[177],"respectively,":[178],"with":[179],"FPS":[181],"rate":[182],"23.31.":[184],"These":[185],"highlight":[187],"excellence":[190],"performance,":[196],"making":[197],"it":[198],"highly":[199],"for":[201],"fine-grained":[207],"recognition,":[209],"particularly":[210],"environments":[213],"where":[214],"processing":[216],"crucial.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4}],"updated_date":"2026-08-23T07:36:19.812096","created_date":"2025-10-10T00:00:00"}
