{"id":"https://openalex.org/W4402124575","doi":"https://doi.org/10.1109/access.2024.3452716","title":"DMFF-YOLO: YOLOv8 Based on Dynamic Multiscale Feature Fusion for Object Detection on UAV Aerial Photography","display_name":"DMFF-YOLO: YOLOv8 Based on Dynamic Multiscale Feature Fusion for Object Detection on UAV Aerial Photography","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402124575","doi":"https://doi.org/10.1109/access.2024.3452716"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3452716","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3452716","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":null,"license_id":null,"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.2024.3452716","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102219072","display_name":"Xiao\u2010Yang Qiu","orcid":"https://orcid.org/0009-0002-5446-2887"},"institutions":[{"id":"https://openalex.org/I16351329","display_name":"China West Normal University","ror":"https://ror.org/04s99y476","country_code":"CN","type":"education","lineage":["https://openalex.org/I16351329"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyang Qiu","raw_affiliation_strings":["School of Electronic Information Engineering, China West Normal University, Nanchong, China"],"raw_orcid":"https://orcid.org/0009-0002-5446-2887","affiliations":[{"raw_affiliation_string":"School of Electronic Information Engineering, China West Normal University, Nanchong, China","institution_ids":["https://openalex.org/I16351329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044316623","display_name":"Yajun Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I16351329","display_name":"China West Normal University","ror":"https://ror.org/04s99y476","country_code":"CN","type":"education","lineage":["https://openalex.org/I16351329"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yajun Chen","raw_affiliation_strings":["School of Electronic Information Engineering, China West Normal University, Nanchong, China"],"raw_orcid":"https://orcid.org/0009-0006-2494-1878","affiliations":[{"raw_affiliation_string":"School of Electronic Information Engineering, China West Normal University, Nanchong, China","institution_ids":["https://openalex.org/I16351329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074190149","display_name":"Chaoyue Sun","orcid":"https://orcid.org/0009-0006-4135-0711"},"institutions":[{"id":"https://openalex.org/I16351329","display_name":"China West Normal University","ror":"https://ror.org/04s99y476","country_code":"CN","type":"education","lineage":["https://openalex.org/I16351329"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaoyue Sun","raw_affiliation_strings":["School of Electronic Information Engineering, China West Normal University, Nanchong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information Engineering, China West Normal University, Nanchong, China","institution_ids":["https://openalex.org/I16351329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059492462","display_name":"Jianying Li","orcid":"https://orcid.org/0000-0003-4034-0555"},"institutions":[{"id":"https://openalex.org/I16351329","display_name":"China West Normal University","ror":"https://ror.org/04s99y476","country_code":"CN","type":"education","lineage":["https://openalex.org/I16351329"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianying Li","raw_affiliation_strings":["School of Electronic Information Engineering, China West Normal University, Nanchong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information Engineering, China West Normal University, Nanchong, China","institution_ids":["https://openalex.org/I16351329"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021900492","display_name":"Meiqi Niu","orcid":"https://orcid.org/0000-0001-7937-5814"},"institutions":[{"id":"https://openalex.org/I16351329","display_name":"China West Normal University","ror":"https://ror.org/04s99y476","country_code":"CN","type":"education","lineage":["https://openalex.org/I16351329"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meiqi Niu","raw_affiliation_strings":["School of Electronic Information Engineering, China West Normal University, Nanchong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information Engineering, China West Normal University, Nanchong, China","institution_ids":["https://openalex.org/I16351329"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I16351329"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.8612,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.92013569,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"12","issue":null,"first_page":"125160","last_page":"125169"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9991999864578247,"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/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9986000061035156,"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":0.7156971096992493},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.7011871933937073},{"id":"https://openalex.org/keywords/aerial-photography","display_name":"Aerial photography","score":0.683639407157898},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6744142770767212},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.635195255279541},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.5621894001960754},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5548005104064941},{"id":"https://openalex.org/keywords/photography","display_name":"Photography","score":0.5295363664627075},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4761600196361542},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.46477869153022766},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.44927018880844116},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.43407073616981506},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.40164679288864136},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.3780374526977539},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.2390243113040924},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1393488049507141},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.09843647480010986},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.07270756363868713},{"id":"https://openalex.org/keywords/visual-arts","display_name":"Visual arts","score":0.06565698981285095}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7156971096992493},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.7011871933937073},{"id":"https://openalex.org/C133214962","wikidata":"https://www.wikidata.org/wiki/Q191839","display_name":"Aerial photography","level":2,"score":0.683639407157898},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6744142770767212},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.635195255279541},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.5621894001960754},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5548005104064941},{"id":"https://openalex.org/C119657128","wikidata":"https://www.wikidata.org/wiki/Q11633","display_name":"Photography","level":2,"score":0.5295363664627075},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4761600196361542},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.46477869153022766},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.44927018880844116},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.43407073616981506},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.40164679288864136},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.3780374526977539},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2390243113040924},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1393488049507141},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.09843647480010986},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.07270756363868713},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.06565698981285095},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3452716","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3452716","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ed5682938eca40c4b89446e7f0b4a4da","is_oa":true,"landing_page_url":"https://doaj.org/article/ed5682938eca40c4b89446e7f0b4a4da","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 12, Pp 125160-125169 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3452716","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3452716","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5458572907","display_name":null,"funder_award_id":"463177","funder_id":"https://openalex.org/F4320324420","funder_display_name":"China West Normal University"}],"funders":[{"id":"https://openalex.org/F4320324420","display_name":"China West Normal University","ror":"https://ror.org/04s99y476"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W2797090510","https://openalex.org/W2944527105","https://openalex.org/W3088979451","https://openalex.org/W3092663126","https://openalex.org/W3113522598","https://openalex.org/W3116963012","https://openalex.org/W3138516171","https://openalex.org/W3183898570","https://openalex.org/W3208252549","https://openalex.org/W3209766476","https://openalex.org/W4206294875","https://openalex.org/W4293584584","https://openalex.org/W4323845235","https://openalex.org/W4362707005","https://openalex.org/W4385344810","https://openalex.org/W4385737867","https://openalex.org/W4385760871","https://openalex.org/W4386838484","https://openalex.org/W4387569390","https://openalex.org/W4388240325","https://openalex.org/W4390524233","https://openalex.org/W4391559353","https://openalex.org/W4392231788","https://openalex.org/W4392394288","https://openalex.org/W4394773580","https://openalex.org/W4396545724","https://openalex.org/W4396680782","https://openalex.org/W4398810114","https://openalex.org/W4403770406","https://openalex.org/W6631782140","https://openalex.org/W6742650655","https://openalex.org/W6745956249","https://openalex.org/W6750227808","https://openalex.org/W6750245737","https://openalex.org/W6761306150","https://openalex.org/W6764024669","https://openalex.org/W6770715449","https://openalex.org/W6776051660","https://openalex.org/W6785959634","https://openalex.org/W6787930612","https://openalex.org/W6796333820","https://openalex.org/W6802276775","https://openalex.org/W6803865744","https://openalex.org/W6810626455","https://openalex.org/W6850295594","https://openalex.org/W6851743980","https://openalex.org/W6860762246","https://openalex.org/W6862000706","https://openalex.org/W6868582632"],"related_works":["https://openalex.org/W2611300873","https://openalex.org/W4385791615","https://openalex.org/W2349010557","https://openalex.org/W2528823524","https://openalex.org/W794439364","https://openalex.org/W2357153109","https://openalex.org/W2899956008","https://openalex.org/W2603177951","https://openalex.org/W596331220","https://openalex.org/W1571751755"],"abstract_inverted_index":{"With":[0],"the":[1,17,44,60,71,83,89,103,114,120,137,152,157,168,173,179,195,203],"rapid":[2],"proliferation":[3],"of":[4,36,62,159,181],"drones":[5],"across":[6],"various":[7],"domains,":[8],"aerial":[9,20,40,51,209],"target":[10,52,64,78,85,115],"detection":[11,53,79,211],"has":[12],"become":[13],"increasingly":[14],"crucial.":[15],"However,":[16],"targets":[18],"in":[19,190,208],"images":[21],"present":[22],"challenges":[23],"such":[24],"as":[25,127],"scale":[26,67,95,109,116],"variation,":[27,68],"small":[28,63,77,84],"size,":[29],"and":[30,66,101,144,198],"density,":[31],"leading":[32],"to":[33,58,81,92,106,112,135,155,164,172],"suboptimal":[34],"performance":[35],"current":[37],"detectors":[38],"on":[39,43,194],"images.":[41],"Based":[42],"aforementioned":[45],"challenges,":[46],"we":[47,69,123,150],"design":[48,70,151],"an":[49,187],"efficient":[50],"algorithm":[54,205],"called":[55],"DMFF-YOLO.":[56],"Specifically,":[57],"address":[59,156],"issues":[61],"size":[65,86],"DMFF":[72],"neck":[73],"structure,":[74],"adding":[75],"a":[76,108],"head":[80],"tackle":[82],"problem,":[87],"using":[88],"DMC":[90],"module":[91,105,154],"fuse":[93],"different":[94],"features":[96,134],"for":[97],"enriching":[98],"detailed":[99],"information,":[100],"employing":[102],"DSSFF":[104],"construct":[107],"sequence":[110],"space":[111],"solve":[113],"variation":[117],"problem.":[118],"In":[119],"network":[121],"backbone,":[122],"employ":[124],"RFCBAMConv":[125],"modules":[126],"downsampling":[128],"layers,":[129],"which":[130],"interact":[131],"with":[132],"receptive-field":[133],"mitigate":[136],"information":[138],"disparity":[139],"caused":[140],"by":[141,183],"positional":[142],"changes":[143],"outperform":[145],"traditional":[146],"convolutional":[147],"layers.":[148],"Finally,":[149],"Soft-NMS-CIoU":[153],"issue":[158],"suppressing":[160],"adjacent":[161],"boxes":[162],"due":[163],"dense":[165],"targets.":[166],"On":[167],"VisDrone":[169],"dataset,":[170],"compared":[171],"original":[174],"algorithm,":[175],"our":[176],"method":[177],"reduces":[178],"number":[180],"parameters":[182],"31.1%":[184],"while":[185],"achieving":[186],"11.7%":[188],"improvement":[189],"mAP50.":[191],"Extensive":[192],"experiments":[193],"VisDrone,":[196],"DOTA,":[197],"UAVDT":[199],"datasets":[200],"demonstrate":[201],"that":[202],"proposed":[204],"performs":[206],"well":[207],"image":[210],"tasks.":[212]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}