{"id":"https://openalex.org/W7132278810","doi":null,"title":"Deep Learning-based Weapon Detection and Recognition System Used in Autonomous Security Controls","display_name":"Deep Learning-based Weapon Detection and Recognition System Used in Autonomous Security Controls","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W7132278810"},"language":"tr","primary_location":{"id":"pmh:oai:earsiv.ebyu.edu.tr:20.500.12432/4289","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.12432/4289","pdf_url":"http://earsiv.ebyu.edu.tr/xmlui/bitstream/20.500.12432/4289/1/674299.pdf","source":{"id":"https://openalex.org/S7407055186","display_name":"Erzincan Binali Y\u0131ld\u0131r\u0131m University Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doctoralThesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://earsiv.ebyu.edu.tr/xmlui/bitstream/20.500.12432/4289/1/674299.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087427802","display_name":"Volkan Kaya","orcid":"https://orcid.org/0000-0001-6940-3260","observed_orcids":["https://orcid.org/0000-0001-6940-3260"]},"institutions":[{"id":"https://openalex.org/I143396566","display_name":"F\u0131rat University","ror":"https://ror.org/05teb7b63","country_code":"TR","type":"education","lineage":["https://openalex.org/I143396566"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Kaya, Volkan","raw_affiliation_strings":["FIRAT UNIVERSITY Graduate School of Natural and Applied Sciences"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FIRAT UNIVERSITY Graduate School of Natural and Applied Sciences","institution_ids":["https://openalex.org/I143396566"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5087427802"],"corresponding_institution_ids":["https://openalex.org/I143396566"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9911999702453613,"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":0.9911999702453613,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.003100000089034438,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.0013000000035390258,"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/weapon-detection","display_name":"weapon detection","score":0.9779999852180481},{"id":"https://openalex.org/keywords/autonomous-security-systems","display_name":"autonomous security systems","score":0.6549999713897705},{"id":"https://openalex.org/keywords/surveillance-cameras","display_name":"surveillance cameras","score":0.847000002861023},{"id":"https://openalex.org/keywords/vgg16","display_name":"VGG16","score":0.7300000190734863},{"id":"https://openalex.org/keywords/resnet-50","display_name":"ResNet50","score":0.984000027179718},{"id":"https://openalex.org/keywords/resnet-152","display_name":"ResNet-152","score":0.5920000076293945},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.5490000247955322},{"id":"https://openalex.org/keywords/weapon-classification","display_name":"weapon classification","score":0.414000004529953},{"id":"https://openalex.org/keywords/object-detection","display_name":"object detection","score":0.4269999861717224},{"id":"https://openalex.org/keywords/tensorflow","display_name":"TensorFlow","score":0.32499998807907104},{"id":"https://openalex.org/keywords/keras","display_name":"Keras","score":0.9470000267028809},{"id":"https://openalex.org/keywords/vgg","display_name":"VGG","score":0.45399999618530273},{"id":"https://openalex.org/keywords/resnet","display_name":"ResNet","score":0.6349999904632568},{"id":"https://openalex.org/keywords/yolo","display_name":"YOLO","score":0.38499999046325684},{"id":"https://openalex.org/keywords/r-cnn","display_name":"R-CNN","score":0.46299999952316284},{"id":"https://openalex.org/keywords/faster-r-cnn","display_name":"Faster R-CNN","score":0.49300000071525574}],"concepts":[{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.4830000102519989},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2572000026702881},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2551000118255615},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.25279998779296875},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.2492000013589859},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.24709999561309814},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20749999582767487},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.1979999989271164},{"id":"https://openalex.org/C2986605239","wikidata":"https://www.wikidata.org/wiki/Q925667","display_name":"Numerical models","level":3,"score":0.1973000019788742},{"id":"https://openalex.org/C2984755018","wikidata":"https://www.wikidata.org/wiki/Q17118374","display_name":"Nonlinear model","level":3,"score":0.16439999639987946}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:earsiv.ebyu.edu.tr:20.500.12432/4289","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.12432/4289","pdf_url":"http://earsiv.ebyu.edu.tr/xmlui/bitstream/20.500.12432/4289/1/674299.pdf","source":{"id":"https://openalex.org/S7407055186","display_name":"Erzincan Binali Y\u0131ld\u0131r\u0131m University Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doctoralThesis"},{"id":"pmh:oai:openaccess.firat.edu.tr:11508/21299","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/11508/21299","pdf_url":null,"source":{"id":"https://openalex.org/S4377196733","display_name":"DSpace - FIRAT (F\u0131rat University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I143396566","host_organization_name":"F\u0131rat University","host_organization_lineage":["https://openalex.org/I143396566"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Doctoral Thesis"}],"best_oa_location":{"id":"pmh:oai:earsiv.ebyu.edu.tr:20.500.12432/4289","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.12432/4289","pdf_url":"http://earsiv.ebyu.edu.tr/xmlui/bitstream/20.500.12432/4289/1/674299.pdf","source":{"id":"https://openalex.org/S7407055186","display_name":"Erzincan Binali Y\u0131ld\u0131r\u0131m University Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doctoralThesis"},"sustainable_development_goals":[{"score":0.8046000003814697,"display_name":"Peace, justice, and strong institutions","id":"https://metadata.un.org/sdg/16"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7132278810.pdf","grobid_xml":"https://content.openalex.org/works/W7132278810.grobid-xml"},"referenced_works_count":89,"referenced_works":["https://openalex.org/W6908809","https://openalex.org/W639708223","https://openalex.org/W1598605393","https://openalex.org/W1598866093","https://openalex.org/W1642182753","https://openalex.org/W1686810756","https://openalex.org/W1810943226","https://openalex.org/W1904365287","https://openalex.org/W1988720110","https://openalex.org/W2020880399","https://openalex.org/W2056696564","https://openalex.org/W2088049833","https://openalex.org/W2104714048","https://openalex.org/W2112796928","https://openalex.org/W2135408525","https://openalex.org/W2141504882","https://openalex.org/W2163605009","https://openalex.org/W2176950688","https://openalex.org/W2190186811","https://openalex.org/W2213892522","https://openalex.org/W2283214199","https://openalex.org/W2307425316","https://openalex.org/W2412782625","https://openalex.org/W2523246573","https://openalex.org/W2548198050","https://openalex.org/W2564077499","https://openalex.org/W2568900861","https://openalex.org/W2590001609","https://openalex.org/W2767286248","https://openalex.org/W2767302379","https://openalex.org/W2767644592","https://openalex.org/W2770383210","https://openalex.org/W2788686457","https://openalex.org/W2789956930","https://openalex.org/W2792643794","https://openalex.org/W2793022090","https://openalex.org/W2806252395","https://openalex.org/W2884367402","https://openalex.org/W2884416373","https://openalex.org/W2887126342","https://openalex.org/W2887593647","https://openalex.org/W2899675781","https://openalex.org/W2900484583","https://openalex.org/W2902261126","https://openalex.org/W2910096450","https://openalex.org/W2910121883","https://openalex.org/W2911883666","https://openalex.org/W2912887214","https://openalex.org/W2919115771","https://openalex.org/W2919358988","https://openalex.org/W2927467691","https://openalex.org/W2927577361","https://openalex.org/W2940721142","https://openalex.org/W2945339849","https://openalex.org/W2947904847","https://openalex.org/W2949194676","https://openalex.org/W2949386843","https://openalex.org/W2950076635","https://openalex.org/W2953613775","https://openalex.org/W2959400106","https://openalex.org/W2962949934","https://openalex.org/W2963610230","https://openalex.org/W2964301648","https://openalex.org/W2965633761","https://openalex.org/W2967911883","https://openalex.org/W2972561355","https://openalex.org/W2972932298","https://openalex.org/W2981368964","https://openalex.org/W2982127434","https://openalex.org/W2985778816","https://openalex.org/W2995302813","https://openalex.org/W2998384296","https://openalex.org/W3001083904","https://openalex.org/W3011289375","https://openalex.org/W3012334084","https://openalex.org/W3013134387","https://openalex.org/W3013211776","https://openalex.org/W3016230309","https://openalex.org/W3016958897","https://openalex.org/W3023385564","https://openalex.org/W3028015151","https://openalex.org/W3034429485","https://openalex.org/W3037934875","https://openalex.org/W3060703154","https://openalex.org/W3086177986","https://openalex.org/W3119454746","https://openalex.org/W4205947740","https://openalex.org/W4367000283","https://openalex.org/W7202297990"],"related_works":["https://openalex.org/W7217477912","https://openalex.org/W7132007684","https://openalex.org/W7166964699","https://openalex.org/W7166564540","https://openalex.org/W3185060574","https://openalex.org/W4221006862","https://openalex.org/W6999613505","https://openalex.org/W3119454746","https://openalex.org/W3193886260","https://openalex.org/W7208575371"],"abstract_inverted_index":{"Elektronik":[0],"g\u00fcvenlik":[1,4,37,105],"sistemleri":[2],"artan":[3],"kontrol":[5],"ihtiyac\u0131n\u0131n":[6],"kar\u015f\u0131lanabilmesi":[7],"i\u00e7in":[8,62,149,174,201],"g\u00fcn\u00fcm\u00fczde":[9],"olduk\u00e7a":[10],"\u00f6nemli":[11,39,65],"hale":[12],"gelmi\u015ftir.":[13],"G\u00fcvenlik":[14],"kontrollerinde":[15,106],"kullan\u0131lan":[16,63],"g\u00f6zetim":[17],"kameralar\u0131":[18],"\u00e7e\u015fitli":[19,60],"noktalara":[20],"kurularak":[21],"su\u00e7":[22,34,66,77],"unsuru":[23],"olu\u015fturabilecek":[24],"nesnelerin":[25],"izinsiz":[26],"kullan\u0131m\u0131n\u0131":[27],"tespit":[28,114,117],"etmeye":[29],"\u00e7al\u0131\u015fmakta":[30],"ve":[31,57,146,164,188,222,233],"bu":[32,75],"\u015fekilde":[33,73],"faaliyetlerinin":[35,43],"azalt\u0131lmas\u0131nda":[36],"kuvvetlerine":[38],"destek":[40],"sa\u011flanmaktad\u0131r.":[41],"Su\u00e7":[42],"\u00e7o\u011fu":[44],"elde":[45],"tutulan":[46],"veya":[47],"ta\u015f\u0131nan":[48],"silahlar":[49],"vas\u0131tas\u0131yla":[50],"ger\u00e7ekle\u015ftirilmektedir.":[51],"Silah":[52],"cinayet,":[53],"h\u0131rs\u0131zl\u0131k,":[54],"yasak":[55],"av":[56,160],"ter\u00f6r":[58],"gibi":[59],"su\u00e7lar":[61],"en":[64],"unsurudur.":[67],"G\u00f6zetleme":[68],"sistemlerinin":[69,83],"takibi":[70],"dikkatli":[71],"bir":[72,132,151,208],"yap\u0131larak":[74],"t\u00fcr":[76],"faaliyetleri":[78],"\u00f6nlenebilir.":[79],"Bununla":[80],"birlikte":[81],"g\u00f6zetleme":[82],"insan":[84],"vas\u0131tas\u0131":[85],"ile":[86,219],"takibinin":[87],"yap\u0131lmas\u0131,":[88],"gerek":[89],"i\u015fg\u00fcc\u00fc":[90],"kullan\u0131m\u0131":[91],"gerekse":[92],"insandan":[93],"kaynakl\u0131":[94],"nedenlerden":[95],"dolay\u0131":[96],"beklendi\u011fi":[97],"oranda":[98],"efektif":[99],"olmayabilmektedir.":[100],"Bu":[101,137,212],"tez":[102],"kapsam\u0131nda":[103],"otonom":[104],"kullan\u0131lmak":[107],"\u00fczere,":[108],"insanlar":[109],"\u00fczerinde":[110],"silah":[111,147,166,204],"olup":[112],"olmad\u0131\u011f\u0131n\u0131":[113],"eden,":[115],"ayr\u0131ca":[116],"etti\u011fi":[118],"silah\u0131n":[119],"\u00f6\u011fretilmi\u015f":[120],"7":[121,202],"farkl\u0131":[122,203],"s\u0131n\u0131ftan":[123],"hangisine":[124],"ait":[125],"oldu\u011funu":[126],"ay\u0131rt":[127],"edebilen":[128],"derin":[129],"\u00f6\u011frenme":[130],"tabanl\u0131":[131],"yapay":[133],"zek\u00e2":[134],"modeli":[135],"geli\u015ftirilmi\u015ftir.":[136,172],"model":[138,178,218],"h\u00e2lihaz\u0131rda":[139],"bulunan":[140],"VGGNet":[141],"isimli":[142],"mimariyi":[143],"temel":[144],"almakta":[145],"s\u0131n\u0131fland\u0131rmas\u0131":[148],"yeni":[150,207,216],"yakla\u015f\u0131m":[152],"sunmaktad\u0131r.":[153],"Modele":[154],"sald\u0131r\u0131":[155],"t\u00fcfe\u011fi,":[156,161],"bazuka,":[157],"el":[158],"bombas\u0131,":[159],"b\u0131\u00e7ak,":[162],"tabanca":[163],"revolver":[165],"\u00e7e\u015fitleri":[167],"\u00f6\u011fretilmi\u015ftir.":[168],"Model,":[169],"TensorFlow":[170],"taban\u0131nda":[171],"E\u011fitim":[173],"gerekli":[175],"y\u00f6ntemin":[176],"belirlenmesi,":[177],"katmanlar\u0131n\u0131n":[179],"olu\u015fturulmas\u0131,":[180],"e\u011fitim":[181],"i\u015fleminin":[182],"uygulanmas\u0131,":[183],"e\u011fitimin":[184],"ba\u015far\u0131":[185,230],"oran\u0131n\u0131n":[186],"belirlenmesi":[187],"e\u011fitilen":[189],"modelin":[190,199,229,243],"test":[191],"edilmesi":[192],"Keras":[193],"k\u00fct\u00fcphanesi":[194],"kullan\u0131larak":[195,215],"ger\u00e7ekle\u015ftirilmi\u015ftir.":[196],"\u00c7al\u0131\u015fmada":[197],"geli\u015ftirilen":[198,217,228,242],"e\u011fitimi":[200],"t\u00fcr\u00fcn\u00fc":[205],"i\u00e7eren":[206],"veri":[209,213],"seti":[210,214],"haz\u0131rlanm\u0131\u015ft\u0131r.":[211],"VGG-16,":[220],"ResNet-50":[221,236],"ResNet-101":[223,238],"modelleri":[224],"kar\u015f\u0131la\u015ft\u0131r\u0131lm\u0131\u015ft\u0131r.":[225],"Kar\u015f\u0131la\u015ft\u0131rma":[226],"sonucunda":[227],"do\u011frulu\u011fu":[231],"%98,40":[232],"VGG-16":[234],"%89,75,":[235],"%93,70,":[237],"%83,33":[239],"olarak":[240],"bulunmu\u015f,":[241],"di\u011ferlerinden":[244],"daha":[245],"iyi":[246],"performans":[247],"sa\u011flad\u0131\u011f\u0131":[248],"g\u00f6r\u00fclm\u00fc\u015ft\u00fcr.":[249]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-02-28T00:00:00"}