{"id":"https://openalex.org/W4408611766","doi":"https://doi.org/10.1109/icaiic64266.2025.10920690","title":"GSW-Yolo: Improved Light-Weight Person Detection Method Based on YOLOv8","display_name":"GSW-Yolo: Improved Light-Weight Person Detection Method Based on YOLOv8","publication_year":2025,"publication_date":"2025-02-18","ids":{"openalex":"https://openalex.org/W4408611766","doi":"https://doi.org/10.1109/icaiic64266.2025.10920690"},"language":"en","primary_location":{"id":"doi:10.1109/icaiic64266.2025.10920690","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic64266.2025.10920690","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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/A5004359961","display_name":"Januar Adi Putra","orcid":"https://orcid.org/0000-0002-4790-378X"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":true,"raw_author_name":"Januar Adi Putra","raw_affiliation_strings":["Institut Teknologi Sepuluh Nopember,Department of Informatics Engineering,Surabaya,Indonesia"],"affiliations":[{"raw_affiliation_string":"Institut Teknologi Sepuluh Nopember,Department of Informatics Engineering,Surabaya,Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070839197","display_name":"Nanik Suciati","orcid":"https://orcid.org/0000-0002-1991-0464"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Nanik Suciati","raw_affiliation_strings":["Institut Teknologi Sepuluh Nopember,Department of Informatics Engineering,Surabaya,Indonesia"],"affiliations":[{"raw_affiliation_string":"Institut Teknologi Sepuluh Nopember,Department of Informatics Engineering,Surabaya,Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065837975","display_name":"Chastine Fatichah","orcid":"https://orcid.org/0000-0002-7348-9762"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Chastine Fatichah","raw_affiliation_strings":["Institut Teknologi Sepuluh Nopember,Department of Informatics Engineering,Surabaya,Indonesia"],"affiliations":[{"raw_affiliation_string":"Institut Teknologi Sepuluh Nopember,Department of Informatics Engineering,Surabaya,Indonesia","institution_ids":["https://openalex.org/I166843116"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5004359961"],"corresponding_institution_ids":["https://openalex.org/I166843116"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05006023,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"0097","last_page":"0102"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9817000031471252,"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":0.9817000031471252,"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/T12406","display_name":"IoT and GPS-based Vehicle Safety Systems","score":0.906000018119812,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10036","display_name":"Advanced Neural Network Applications","score":0.9014999866485596,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6736241579055786},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5363143086433411},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5169491171836853}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6736241579055786},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5363143086433411},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5169491171836853}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaiic64266.2025.10920690","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic64266.2025.10920690","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality","score":0.41999998688697815}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W4386899865","https://openalex.org/W4386917290","https://openalex.org/W4391992491","https://openalex.org/W4398165029","https://openalex.org/W4399906679","https://openalex.org/W4400771345","https://openalex.org/W4401017323","https://openalex.org/W4401165443","https://openalex.org/W4401551158","https://openalex.org/W4401957633","https://openalex.org/W4402916462","https://openalex.org/W4403849738"],"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":{"In":[0],"this":[1],"study,":[2],"we":[3],"propose":[4],"GSW-YOLO,":[5],"an":[6,74,88],"enhanced":[7],"lightweight":[8,139],"person":[9,172],"detection":[10,18,173],"method":[11,24],"based":[12],"on":[13,52,83,157],"YOLOv8,":[14],"designed":[15],"to":[16,28,35,45,129,167],"improve":[17,46],"accuracy":[19],"and":[20,39,54,65,78,92,102,109,125,135,153,170],"computational":[21],"efficiency.":[22,140],"The":[23],"incorporates":[25],"Ghost":[26,120],"Modules":[27],"reduce":[29],"model":[30],"parameters,":[31],"Shuffle":[32,122],"Attention":[33,123],"Mechanism":[34],"enhance":[36],"feature":[37],"representation,":[38],"Wise":[40],"Intersection":[41],"over":[42],"Union":[43],"(WIOU)":[44],"bounding":[47],"box":[48],"evaluation.":[49],"Experiments":[50],"conducted":[51],"COCO":[53,70],"Pascal":[55,84],"VOC":[56],"2012":[57],"datasets":[58],"demonstrate":[59],"that":[60,116],"GSW-YOLO":[61,72,144,166],"consistently":[62],"outperforms":[63],"YOLOv8":[64],"its":[66],"variants.":[67],"On":[68],"the":[69,117,163],"dataset,":[71],"achieves":[73],"mAP50":[75,89],"of":[76,80,90,94,100,106,119,165],"0.6702":[77],"mAP50-95":[79,93],"0.4308,":[81],"while":[82,137],"VOC,":[85],"it":[86],"records":[87],"0.7774":[91],"0.5323,":[95],"both":[96],"with":[97],"low":[98],"GFLOPs":[99],"6.264":[101],"fast":[103],"inference":[104],"speeds":[105],"3.741":[107],"ms":[108],"3.509":[110],"ms,":[111],"respectively.":[112],"Ablation":[113],"studies":[114],"reveal":[115],"combination":[118],"Modules,":[121],"Mechanism,":[124],"WIOU":[126],"contributes":[127],"significantly":[128],"these":[130,142],"results,":[131],"delivering":[132],"higher":[133],"precision":[134],"recall":[136],"maintaining":[138],"With":[141],"characteristics,":[143],"is":[145],"well-suited":[146],"for":[147,175],"real-time":[148],"applications,":[149],"including":[150],"public":[151],"surveillance":[152],"human":[154],"activity":[155],"tracking":[156],"resource-constrained":[158],"devices.":[159],"This":[160],"research":[161],"highlights":[162],"potential":[164],"deliver":[168],"reliable":[169],"scalable":[171],"solutions":[174],"real-world":[176],"scenarios.":[177]},"counts_by_year":[],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
