{"id":"https://openalex.org/W4387120902","doi":"https://doi.org/10.3390/rs15194740","title":"High-Quality Object Detection Method for UAV Images Based on Improved DINO and Masked Image Modeling","display_name":"High-Quality Object Detection Method for UAV Images Based on Improved DINO and Masked Image Modeling","publication_year":2023,"publication_date":"2023-09-28","ids":{"openalex":"https://openalex.org/W4387120902","doi":"https://doi.org/10.3390/rs15194740"},"language":"en","primary_location":{"id":"doi:10.3390/rs15194740","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15194740","pdf_url":"https://www.mdpi.com/2072-4292/15/19/4740/pdf?version=1695865992","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://www.mdpi.com/2072-4292/15/19/4740/pdf?version=1695865992","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086597694","display_name":"Wanjie Lu","orcid":"https://orcid.org/0000-0002-7210-7670"},"institutions":[{"id":"https://openalex.org/I169689159","display_name":"PLA Information Engineering University","ror":"https://ror.org/00mm1qk40","country_code":"CN","type":"education","lineage":["https://openalex.org/I169689159"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wanjie Lu","raw_affiliation_strings":["Institute of Data and Target Engineering, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, China"],"affiliations":[{"raw_affiliation_string":"Institute of Data and Target Engineering, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, China","institution_ids":["https://openalex.org/I169689159"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006358929","display_name":"Chaoyang Niu","orcid":"https://orcid.org/0000-0001-5144-8815"},"institutions":[{"id":"https://openalex.org/I169689159","display_name":"PLA Information Engineering University","ror":"https://ror.org/00mm1qk40","country_code":"CN","type":"education","lineage":["https://openalex.org/I169689159"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaoyang Niu","raw_affiliation_strings":["Institute of Data and Target Engineering, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, China"],"affiliations":[{"raw_affiliation_string":"Institute of Data and Target Engineering, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, China","institution_ids":["https://openalex.org/I169689159"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038681031","display_name":"Chaozhen Lan","orcid":"https://orcid.org/0000-0002-6860-3882"},"institutions":[{"id":"https://openalex.org/I169689159","display_name":"PLA Information Engineering University","ror":"https://ror.org/00mm1qk40","country_code":"CN","type":"education","lineage":["https://openalex.org/I169689159"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaozhen Lan","raw_affiliation_strings":["Institute of Data and Target Engineering, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, China"],"affiliations":[{"raw_affiliation_string":"Institute of Data and Target Engineering, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, China","institution_ids":["https://openalex.org/I169689159"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100431792","display_name":"Wei Liu","orcid":"https://orcid.org/0000-0002-3865-8145"},"institutions":[{"id":"https://openalex.org/I169689159","display_name":"PLA Information Engineering University","ror":"https://ror.org/00mm1qk40","country_code":"CN","type":"education","lineage":["https://openalex.org/I169689159"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Liu","raw_affiliation_strings":["Institute of Data and Target Engineering, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, China"],"affiliations":[{"raw_affiliation_string":"Institute of Data and Target Engineering, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, China","institution_ids":["https://openalex.org/I169689159"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028448834","display_name":"Shiju Wang","orcid":"https://orcid.org/0000-0002-7685-0234"},"institutions":[{"id":"https://openalex.org/I169689159","display_name":"PLA Information Engineering University","ror":"https://ror.org/00mm1qk40","country_code":"CN","type":"education","lineage":["https://openalex.org/I169689159"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiju Wang","raw_affiliation_strings":["Institute of Data and Target Engineering, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, China"],"affiliations":[{"raw_affiliation_string":"Institute of Data and Target Engineering, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, China","institution_ids":["https://openalex.org/I169689159"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103405607","display_name":"Junming Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I2800372957","display_name":"China Electronics Technology Group Corporation","ror":"https://ror.org/0098hst83","country_code":"CN","type":"company","lineage":["https://openalex.org/I2800372957"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junming Yu","raw_affiliation_strings":["27th Research Institute, China Electronic Technology Group Corporation, Zhengzhou 450047, China"],"affiliations":[{"raw_affiliation_string":"27th Research Institute, China Electronic Technology Group Corporation, Zhengzhou 450047, China","institution_ids":["https://openalex.org/I2800372957"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003977684","display_name":"Tao Hu","orcid":"https://orcid.org/0009-0008-5370-8674"},"institutions":[{"id":"https://openalex.org/I169689159","display_name":"PLA Information Engineering University","ror":"https://ror.org/00mm1qk40","country_code":"CN","type":"education","lineage":["https://openalex.org/I169689159"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Hu","raw_affiliation_strings":["Institute of Data and Target Engineering, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, China"],"affiliations":[{"raw_affiliation_string":"Institute of Data and Target Engineering, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, China","institution_ids":["https://openalex.org/I169689159"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5086597694"],"corresponding_institution_ids":["https://openalex.org/I169689159"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.7004,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.86742454,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"15","issue":"19","first_page":"4740","last_page":"4740"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"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/T10191","display_name":"Robotics and Sensor-Based Localization","score":0.9972000122070312,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8347180485725403},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.800012469291687},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6301192045211792},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5992416739463806},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.47310662269592285},{"id":"https://openalex.org/keywords/backbone-network","display_name":"Backbone network","score":0.4633878171443939},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.4504668116569519},{"id":"https://openalex.org/keywords/aerial-image","display_name":"Aerial image","score":0.43778687715530396},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.42802464962005615},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42406558990478516},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4211384057998657},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3503601849079132}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8347180485725403},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.800012469291687},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6301192045211792},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5992416739463806},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.47310662269592285},{"id":"https://openalex.org/C88796919","wikidata":"https://www.wikidata.org/wiki/Q1142907","display_name":"Backbone network","level":2,"score":0.4633878171443939},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.4504668116569519},{"id":"https://openalex.org/C2776429412","wikidata":"https://www.wikidata.org/wiki/Q4688011","display_name":"Aerial image","level":3,"score":0.43778687715530396},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42802464962005615},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42406558990478516},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4211384057998657},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3503601849079132},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs15194740","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15194740","pdf_url":"https://www.mdpi.com/2072-4292/15/19/4740/pdf?version=1695865992","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:a85f3953fe964b5bbce6152ce8d30f5b","is_oa":true,"landing_page_url":"https://doaj.org/article/a85f3953fe964b5bbce6152ce8d30f5b","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 15, Iss 19, p 4740 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/15/19/4740/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs15194740","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs15194740","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15194740","pdf_url":"https://www.mdpi.com/2072-4292/15/19/4740/pdf?version=1695865992","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/G8111499325","display_name":null,"funder_award_id":"42201472","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":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387120902.pdf"},"referenced_works_count":81,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1536680647","https://openalex.org/W1861492603","https://openalex.org/W2102605133","https://openalex.org/W2108598243","https://openalex.org/W2193145675","https://openalex.org/W2194775991","https://openalex.org/W2549139847","https://openalex.org/W2565639579","https://openalex.org/W2746411854","https://openalex.org/W2775386268","https://openalex.org/W2796210376","https://openalex.org/W2884561390","https://openalex.org/W2962749812","https://openalex.org/W2962777203","https://openalex.org/W2963150697","https://openalex.org/W2963849369","https://openalex.org/W2963857746","https://openalex.org/W2964241181","https://openalex.org/W2970370255","https://openalex.org/W2982770724","https://openalex.org/W2983943451","https://openalex.org/W3009818596","https://openalex.org/W3016916515","https://openalex.org/W3092462694","https://openalex.org/W3092862347","https://openalex.org/W3094502228","https://openalex.org/W3096609285","https://openalex.org/W3106250896","https://openalex.org/W3107867277","https://openalex.org/W3113164744","https://openalex.org/W3116489684","https://openalex.org/W3116963012","https://openalex.org/W3125862622","https://openalex.org/W3131500599","https://openalex.org/W3136469583","https://openalex.org/W3138516171","https://openalex.org/W3175515048","https://openalex.org/W3176331203","https://openalex.org/W3190492058","https://openalex.org/W3197101860","https://openalex.org/W3203852229","https://openalex.org/W3210997334","https://openalex.org/W3217306379","https://openalex.org/W4205636847","https://openalex.org/W4205659311","https://openalex.org/W4205932092","https://openalex.org/W4213019189","https://openalex.org/W4221146106","https://openalex.org/W4226013992","https://openalex.org/W4226224676","https://openalex.org/W4226359564","https://openalex.org/W4226456028","https://openalex.org/W4283450732","https://openalex.org/W4287062814","https://openalex.org/W4290832506","https://openalex.org/W4312312588","https://openalex.org/W4312349930","https://openalex.org/W4312373555","https://openalex.org/W4312443924","https://openalex.org/W4312769131","https://openalex.org/W4312804044","https://openalex.org/W4312820606","https://openalex.org/W4312950730","https://openalex.org/W4312960790","https://openalex.org/W4312977443","https://openalex.org/W4313007769","https://openalex.org/W4313156423","https://openalex.org/W4315705623","https://openalex.org/W4315781540","https://openalex.org/W4320002812","https://openalex.org/W4320009770","https://openalex.org/W4386075524","https://openalex.org/W4386076493","https://openalex.org/W4390872693","https://openalex.org/W6787197516","https://openalex.org/W6804970578","https://openalex.org/W6806381083","https://openalex.org/W6806569910","https://openalex.org/W6810574017","https://openalex.org/W6841517057"],"related_works":["https://openalex.org/W2969228573","https://openalex.org/W2972256598","https://openalex.org/W4388964477","https://openalex.org/W4388813151","https://openalex.org/W2610408157","https://openalex.org/W4221156520","https://openalex.org/W2099047584","https://openalex.org/W2612465689","https://openalex.org/W4327521163","https://openalex.org/W2894651257"],"abstract_inverted_index":{"The":[0],"extensive":[1],"application":[2,124],"of":[3,69,125],"unmanned":[4],"aerial":[5,119],"vehicle":[6],"(UAV)":[7],"technology":[8],"has":[9],"increased":[10],"academic":[11],"interest":[12],"in":[13],"object":[14,39,46,83,108,133,173,190],"detection":[15,40,47,84,109,134,174,191],"algorithms":[16,22],"for":[17,90,164,178],"UAV":[18,118,131,171,180],"images.":[19],"Nevertheless,":[20],"these":[21],"present":[23],"issues":[24],"such":[25],"as":[26,86],"low":[27],"accuracy,":[28],"inadequate":[29],"stability,":[30],"and":[31,49,58,74,102,117,168,202],"insufficient":[32],"pre-training":[33,127,162,200],"model":[34,163],"utilization.":[35],"Therefore,":[36],"a":[37,44,62,99,151,161],"high-quality":[38,107],"method":[41,85,144,167,187],"based":[42,65],"on":[43,66],"performance-improved":[45],"baseline":[48,88],"pretraining":[50],"algorithm":[51],"is":[52,78,95],"proposed.":[53],"To":[54],"fully":[55],"extract":[56],"global":[57],"local":[59],"feature":[60,91],"information,":[61],"hybrid":[63],"backbone":[64,94],"the":[67,87,112,123,139,165,185],"combination":[68],"convolutional":[70],"neural":[71],"network":[72,89],"(CNN)":[73],"vision":[75],"transformer":[76],"(ViT)":[77],"constructed":[79],"using":[80],"an":[81],"excellent":[82],"extraction.":[92],"This":[93],"then":[96],"combined":[97],"with":[98,150,198],"more":[100],"stable":[101],"generalizable":[103],"optimizer":[104],"to":[105,129,145,159,194],"obtain":[106],"results.":[110],"Because":[111],"domain":[113],"gap":[114],"between":[115],"natural":[116,156],"photography":[120],"scenes":[121],"hinders":[122],"mainstream":[126,155],"models":[128],"downstream":[130],"image":[132,141,172],"tasks,":[135],"this":[136],"study":[137],"applies":[138],"masked":[140],"modeling":[142],"(MIM)":[143],"aerospace":[146],"remote":[147],"sensing":[148],"datasets":[149,158,182,201],"lower":[152],"volume":[153],"than":[154],"scene":[157],"produce":[160],"proposed":[166,186],"further":[169],"improve":[170],"accuracy.":[175],"Experimental":[176],"results":[177],"two":[179],"imagery":[181],"show":[183],"that":[184],"achieves":[188],"better":[189],"performance":[192],"compared":[193],"state-of-the-art":[195],"(SOTA)":[196],"methods":[197],"fewer":[199],"parameters.":[203]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":5}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
