{"id":"https://openalex.org/W4408092707","doi":"https://doi.org/10.1109/acai63924.2024.10899483","title":"EAMS-YOLOv8: An Object Detection Algorithm for Drone Aerial Images","display_name":"EAMS-YOLOv8: An Object Detection Algorithm for Drone Aerial Images","publication_year":2024,"publication_date":"2024-12-20","ids":{"openalex":"https://openalex.org/W4408092707","doi":"https://doi.org/10.1109/acai63924.2024.10899483"},"language":"en","primary_location":{"id":"doi:10.1109/acai63924.2024.10899483","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acai63924.2024.10899483","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 7th International Conference on Algorithms, Computing and Artificial Intelligence (ACAI)","raw_type":"proceedings-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":"https://openalex.org/A5074761875","display_name":"Yanyang Han","orcid":"https://orcid.org/0000-0003-3796-6135"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yanyang Han","raw_affiliation_strings":["South-Central Minzu University,College of Computer Science,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"South-Central Minzu University,College of Computer Science,Wuhan,China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100874829","display_name":"Mian Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210129465","display_name":"Wuhan Ship Development & Design Institute","ror":"https://ror.org/02mcdae06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210129465"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mian Zheng","raw_affiliation_strings":["China Ship Development and Design Center,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"China Ship Development and Design Center,Wuhan,China","institution_ids":["https://openalex.org/I4210129465"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100352764","display_name":"Xinyu Wu","orcid":"https://orcid.org/0000-0001-6130-7821"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingyu Wu","raw_affiliation_strings":["South-Central Minzu University,College of Computer Science,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"South-Central Minzu University,College of Computer Science,Wuhan,China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080199682","display_name":"Yimin Feng","orcid":"https://orcid.org/0000-0003-0048-831X"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yimin Feng","raw_affiliation_strings":["South-Central Minzu University,College of Computer Science,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"South-Central Minzu University,College of Computer Science,Wuhan,China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100412776","display_name":"Liyang Zhang","orcid":"https://orcid.org/0000-0002-4054-1667"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liyang Zhang","raw_affiliation_strings":["South-Central Minzu University,College of Computer Science,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"South-Central Minzu University,College of Computer Science,Wuhan,China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006998500","display_name":"Charles Z. Ding","orcid":"https://orcid.org/0000-0003-4927-3328"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chendong Ding","raw_affiliation_strings":["South-Central Minzu University,College of Computer Science,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"South-Central Minzu University,College of Computer Science,Wuhan,China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069484758","display_name":"Yunlong Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunlong Shi","raw_affiliation_strings":["South-Central Minzu University,College of Computer Science,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"South-Central Minzu University,College of Computer Science,Wuhan,China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100413406","display_name":"Jing Liu","orcid":"https://orcid.org/0000-0003-2323-3475"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Liu","raw_affiliation_strings":["South-Central Minzu University,College of Computer Science,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"South-Central Minzu University,College of Computer Science,Wuhan,China","institution_ids":["https://openalex.org/I145897649"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5074761875"],"corresponding_institution_ids":["https://openalex.org/I145897649"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16277142,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9909999966621399,"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"}},"topics":[{"id":"https://openalex.org/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9909999966621399,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9818000197410583,"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":0.9552000164985657,"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/drone","display_name":"Drone","score":0.8574300408363342},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.7125553488731384},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6351068615913391},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.626360297203064},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.6038499474525452},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.5139057636260986},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.2114783525466919},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.054434746503829956}],"concepts":[{"id":"https://openalex.org/C59519942","wikidata":"https://www.wikidata.org/wiki/Q650665","display_name":"Drone","level":2,"score":0.8574300408363342},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.7125553488731384},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6351068615913391},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.626360297203064},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.6038499474525452},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.5139057636260986},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2114783525466919},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.054434746503829956},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acai63924.2024.10899483","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acai63924.2024.10899483","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 7th International Conference on Algorithms, Computing and Artificial Intelligence (ACAI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G660744905","display_name":null,"funder_award_id":"11804399","funder_id":"https://openalex.org/F4320321002","funder_display_name":"Research Promotion Foundation"}],"funders":[{"id":"https://openalex.org/F4320321002","display_name":"Research Promotion Foundation","ror":"https://ror.org/00en9ce74"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W2088049833","https://openalex.org/W2109255472","https://openalex.org/W2962850830","https://openalex.org/W2962858109","https://openalex.org/W2964241181","https://openalex.org/W3119129845","https://openalex.org/W3128999738","https://openalex.org/W3176346992","https://openalex.org/W3186061691","https://openalex.org/W3208645658","https://openalex.org/W4380486733","https://openalex.org/W4381827842","https://openalex.org/W4396666716","https://openalex.org/W4399946473","https://openalex.org/W4400001985","https://openalex.org/W4401209017","https://openalex.org/W4403095075","https://openalex.org/W6750227808"],"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":{"Object":[0],"detection":[1,32,147,183,196],"in":[2,31,185],"drone":[3],"aerial":[4],"images":[5],"encounters":[6],"numerous":[7],"challenges,":[8],"notably":[9],"the":[10,46,55,61,65,71,78,84,90,122,125,130,134,139,146,151,158,175],"presence":[11],"of":[12,50,73,80,113,124,133,163],"small":[13,135],"objects":[14,155],"occupying":[15],"minimal":[16],"pixel":[17],"areas,":[18],"as":[19,21],"well":[20],"occlusions":[22],"and":[23,76,101,104,115,156,160,187,190],"overlaps":[24],"among":[25,154],"objects,":[26],"leading":[27],"to":[28,98,120,128,149,179],"a":[29,111,192],"reduction":[30],"accuracy.":[33],"To":[34],"tackle":[35],"these":[36],"issues,":[37],"we":[38],"present":[39],"EAMS-YOLOv8,":[40],"an":[41],"enhanced":[42],"model":[43],"derived":[44],"from":[45],"YOLOv8n.":[47],"The":[48],"innovations":[49],"EAMS-YOLOv8":[51,168],"are":[52],"fourfold:":[53],"First,":[54],"Efficient-C2F":[56],"block":[57,86],"is":[58,87,118,143],"incorporated":[59],"into":[60],"backbone":[62],"network,":[63],"replacing":[64],"C2F":[66],"block.":[67],"This":[68],"enhancement":[69],"bolsters":[70],"capability":[72,162],"feature":[74,131],"extraction":[75,79],"facilitates":[77],"multi-scale":[81],"features.":[82],"Second,":[83],"SPPF":[85],"replaced":[88],"by":[89,171],"Adaptive-SPPF":[91],"block,":[92],"which":[93],"employs":[94],"diverse":[95],"adaptive":[96],"pooling":[97],"capture":[99],"global":[100],"local":[102],"information":[103,106,132],"decreases":[105],"loss":[107],"during":[108],"pooling.":[109],"Furthermore,":[110],"layer":[112],"up-sampling":[114],"concatenation":[116],"operations":[117],"added":[119],"change":[121],"connection":[123],"neck":[126],"network":[127],"enrich":[129],"object":[136,195],"layer.":[137],"Finally,":[138],"SEAM":[140],"attention":[141],"mechanism":[142],"introduced":[144],"before":[145],"head":[148],"alleviate":[150],"occlusion":[152],"problem":[153],"enhance":[157],"recognition":[159],"localization":[161],"EAMS-YOLOv8.":[164],"Experiments":[165],"show":[166],"that":[167],"improves":[169],"mAP":[170],"approximately":[172],"7%":[173],"on":[174],"VisDrone2019":[176],"dataset":[177],"compared":[178],"YOLOv8n,":[180],"effectively":[181],"increasing":[182],"accuracy":[184],"complex":[186],"dense":[188],"scenes,":[189],"providing":[191],"practical":[193],"solution":[194],"area.":[197]},"counts_by_year":[],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}