{"id":"https://openalex.org/W4393352747","doi":"https://doi.org/10.3390/info15040188","title":"S-YOLOv5: A Lightweight Model for Detecting Objects Thrown from Tall Buildings in Communities","display_name":"S-YOLOv5: A Lightweight Model for Detecting Objects Thrown from Tall Buildings in Communities","publication_year":2024,"publication_date":"2024-03-29","ids":{"openalex":"https://openalex.org/W4393352747","doi":"https://doi.org/10.3390/info15040188"},"language":"en","primary_location":{"id":"doi:10.3390/info15040188","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15040188","pdf_url":"https://www.mdpi.com/2078-2489/15/4/188/pdf?version=1711716940","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2078-2489/15/4/188/pdf?version=1711716940","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062042272","display_name":"Yuntao Shi","orcid":"https://orcid.org/0000-0002-2785-5215"},"institutions":[{"id":"https://openalex.org/I1456306","display_name":"North China University of Technology","ror":"https://ror.org/01nky7652","country_code":"CN","type":"education","lineage":["https://openalex.org/I1456306"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuntao Shi","raw_affiliation_strings":["Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China"],"affiliations":[{"raw_affiliation_string":"Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]},{"raw_affiliation_string":"School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100903555","display_name":"Qi Luo","orcid":"https://orcid.org/0009-0004-6375-4894"},"institutions":[{"id":"https://openalex.org/I1456306","display_name":"North China University of Technology","ror":"https://ror.org/01nky7652","country_code":"CN","type":"education","lineage":["https://openalex.org/I1456306"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Luo","raw_affiliation_strings":["Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China"],"affiliations":[{"raw_affiliation_string":"Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]},{"raw_affiliation_string":"School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102744255","display_name":"Meng Zhou","orcid":"https://orcid.org/0000-0003-4224-3783"},"institutions":[{"id":"https://openalex.org/I1456306","display_name":"North China University of Technology","ror":"https://ror.org/01nky7652","country_code":"CN","type":"education","lineage":["https://openalex.org/I1456306"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Zhou","raw_affiliation_strings":["Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China"],"affiliations":[{"raw_affiliation_string":"Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]},{"raw_affiliation_string":"School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100507895","display_name":"Wei Guo","orcid":"https://orcid.org/0000-0003-0577-1341"},"institutions":[{"id":"https://openalex.org/I1456306","display_name":"North China University of Technology","ror":"https://ror.org/01nky7652","country_code":"CN","type":"education","lineage":["https://openalex.org/I1456306"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Guo","raw_affiliation_strings":["Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China"],"affiliations":[{"raw_affiliation_string":"Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]},{"raw_affiliation_string":"School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100454238","display_name":"Jie Li","orcid":"https://orcid.org/0009-0004-9787-0527"},"institutions":[{"id":"https://openalex.org/I1456306","display_name":"North China University of Technology","ror":"https://ror.org/01nky7652","country_code":"CN","type":"education","lineage":["https://openalex.org/I1456306"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Li","raw_affiliation_strings":["Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China"],"affiliations":[{"raw_affiliation_string":"Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]},{"raw_affiliation_string":"School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100778781","display_name":"Shuqin Li","orcid":"https://orcid.org/0000-0003-0476-713X"},"institutions":[{"id":"https://openalex.org/I1456306","display_name":"North China University of Technology","ror":"https://ror.org/01nky7652","country_code":"CN","type":"education","lineage":["https://openalex.org/I1456306"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuqin Li","raw_affiliation_strings":["Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China"],"affiliations":[{"raw_affiliation_string":"Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]},{"raw_affiliation_string":"School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021243175","display_name":"Yu Ding","orcid":"https://orcid.org/0000-0002-5368-8713"},"institutions":[{"id":"https://openalex.org/I1456306","display_name":"North China University of Technology","ror":"https://ror.org/01nky7652","country_code":"CN","type":"education","lineage":["https://openalex.org/I1456306"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Ding","raw_affiliation_strings":["Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China"],"affiliations":[{"raw_affiliation_string":"Key Lab of Field Bus and Automation of Beijing, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]},{"raw_affiliation_string":"School of Electrical and Control Engineering, North China University of Technology, Beijing 100144, China","institution_ids":["https://openalex.org/I1456306"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100507895"],"corresponding_institution_ids":["https://openalex.org/I1456306"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.4893,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.60557638,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"15","issue":"4","first_page":"188","last_page":"188"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9987000226974487,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9987000226974487,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9975000023841858,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/fuse","display_name":"Fuse (electrical)","score":0.7137311697006226},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6984364986419678},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.6305456161499023},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5688878893852234},{"id":"https://openalex.org/keywords/backbone-network","display_name":"Backbone network","score":0.5567707419395447},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.5453996658325195},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5367568135261536},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5347662568092346},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.5273942351341248},{"id":"https://openalex.org/keywords/position","display_name":"Position (finance)","score":0.45128023624420166},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4478588104248047},{"id":"https://openalex.org/keywords/network-model","display_name":"Network model","score":0.440375953912735},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4105469584465027},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34673506021499634},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.28894221782684326},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16021612286567688},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09283673763275146},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.07812127470970154}],"concepts":[{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.7137311697006226},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6984364986419678},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.6305456161499023},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5688878893852234},{"id":"https://openalex.org/C88796919","wikidata":"https://www.wikidata.org/wiki/Q1142907","display_name":"Backbone network","level":2,"score":0.5567707419395447},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.5453996658325195},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5367568135261536},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5347662568092346},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.5273942351341248},{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.45128023624420166},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4478588104248047},{"id":"https://openalex.org/C104122410","wikidata":"https://www.wikidata.org/wiki/Q1416406","display_name":"Network model","level":2,"score":0.440375953912735},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4105469584465027},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34673506021499634},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.28894221782684326},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16021612286567688},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09283673763275146},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.07812127470970154},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","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},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","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/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/info15040188","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15040188","pdf_url":"https://www.mdpi.com/2078-2489/15/4/188/pdf?version=1711716940","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ccede532ed764bf29bd25055d99f7932","is_oa":true,"landing_page_url":"https://doaj.org/article/ccede532ed764bf29bd25055d99f7932","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":"Information, Vol 15, Iss 4, p 188 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/info15040188","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info15040188","pdf_url":"https://www.mdpi.com/2078-2489/15/4/188/pdf?version=1711716940","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.800000011920929,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4339894537","display_name":null,"funder_award_id":"2023YFC3306400","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6218990309","display_name":null,"funder_award_id":"62273007","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/W4393352747.pdf"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W1536680647","https://openalex.org/W2193145675","https://openalex.org/W2883780447","https://openalex.org/W2884585870","https://openalex.org/W2897529137","https://openalex.org/W2963125010","https://openalex.org/W2963163009","https://openalex.org/W2963420686","https://openalex.org/W2963857746","https://openalex.org/W2963918968","https://openalex.org/W2982083293","https://openalex.org/W2997747012","https://openalex.org/W3034971973","https://openalex.org/W3035414587","https://openalex.org/W3106250896","https://openalex.org/W3166716987","https://openalex.org/W3210586215","https://openalex.org/W4375948163","https://openalex.org/W4385460314","https://openalex.org/W4386024503","https://openalex.org/W4386076325","https://openalex.org/W4386624928","https://openalex.org/W4389544640"],"related_works":["https://openalex.org/W3000097931","https://openalex.org/W2354322770","https://openalex.org/W4237547500","https://openalex.org/W1570848052","https://openalex.org/W2373192430","https://openalex.org/W4239268388","https://openalex.org/W1537496349","https://openalex.org/W2964954556","https://openalex.org/W3134004915","https://openalex.org/W3120085233"],"abstract_inverted_index":{"Objects":[0],"thrown":[1,50,199,210],"from":[2,51,195,200,211],"tall":[3,52,201,212],"buildings":[4,53,202,213],"in":[5,54,120],"communities":[6],"are":[7,33,237,246],"characterized":[8],"by":[9,239,248],"their":[10],"small":[11,130],"size,":[12],"inconspicuous":[13],"features,":[14],"and":[15,37,70,101,117,215,222,241,244,250],"high":[16],"speed.":[17],"Existing":[18],"algorithms":[19],"for":[20,48],"detecting":[21],"such":[22],"objects":[23,49,198,209],"face":[24],"challenges,":[25],"including":[26],"excessive":[27],"parameters,":[28],"overly":[29],"complex":[30],"models":[31],"that":[32,205],"difficult":[34],"to":[35,58,85,111,125,145,162,178],"implement,":[36],"insufficient":[38],"detection":[39,46,128,224],"accuracy.":[40],"This":[41],"study":[42],"proposes":[43],"a":[44,71,223],"lightweight":[45,72],"model":[47,63,169,189],"communities,":[55],"named":[56],"S-YOLOv5,":[57],"address":[59],"these":[60],"issues.":[61],"The":[62,185],"is":[64,79,99,109,143,190],"based":[65],"on":[66],"the":[67,82,92,96,102,113,121,127,135,153,157,168,171,180,188,196,231,235,242],"YOLOv5":[68,233],"algorithm,":[69],"convolutional":[73],"neural":[74],"network,":[75],"Enhanced":[76],"ShuffleNet":[77],"(ESNet),":[78],"chosen":[80],"as":[81],"backbone":[83,97],"network":[84,98],"extract":[86],"image":[87],"features.":[88],"On":[89],"this":[90],"basis,":[91],"initial":[93],"stage":[94],"of":[95,129,152,156,182,187,220,226],"enhanced":[100],"simplified":[103],"attention":[104,107],"module":[105,142],"(SimAM)":[106],"mechanism":[108],"added":[110],"utilize":[112],"rich":[114],"position":[115],"information":[116,119],"contour":[118],"shallow":[122],"feature":[123,133],"map":[124],"improve":[126],"targets.":[131],"For":[132],"fusion,":[134],"sparsely":[136,147],"connected":[137,148],"Path":[138,158],"Aggregation":[139,159],"Network":[140,160],"(SCPANet)":[141],"designed":[144],"use":[146],"convolution":[149,155],"(SCConv)":[150],"instead":[151],"regular":[154],"(PANet)":[161],"fuse":[163],"features":[164],"efficiently.":[165],"In":[166],"addition,":[167],"uses":[170],"normalized":[172],"Wasserstein":[173],"distance":[174],"(NWD)":[175],"loss":[176],"function":[177],"reduce":[179],"sensitivity":[181],"positional":[183],"bias.":[184],"accuracy":[186,219,243],"further":[191],"improved.":[192],"Test":[193],"results":[194],"self-built":[197],"dataset":[203],"show":[204],"S-YOLOv5":[206],"can":[207],"detect":[208],"quickly":[214],"accurately,":[216],"with":[217,230],"an":[218],"90.2%":[221],"rate":[225,245],"34.1":[227],"Fps/s.":[228],"Compared":[229],"original":[232],"model,":[234],"parameters":[236],"reduced":[238],"87.3%,":[240],"improved":[247],"0.8%":[249],"63%,":[251],"respectively.":[252]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}