Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma<\/title><br \/>\n<\/head><br \/>\n<body><\/p>\n<p>Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma<\/p>\n<p>Merhaba! Bug\u00fcn, Manticore Search kullanarak bir tersine g\u00f6r\u00fcnt\u00fc arama uygulamas\u0131 olu\u015fturman\u0131n heyecan verici yolculu\u011funa birlikte \u00e7\u0131kaca\u011f\u0131z. Bu uygulama, y\u00fcklenen bir g\u00f6rselin benzerlerini bulmak i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7 olacakt\u0131r. \u00d6ncelikle, projenin temel ad\u0131mlar\u0131n\u0131 ve Manticore Search’\u00fcn bu s\u00fcre\u00e7te nas\u0131l yard\u0131mc\u0131 oldu\u011funu ele alaca\u011f\u0131z. Sonras\u0131nda ise, kod \u00f6rnekleri ve ipu\u00e7lar\u0131yla uygulamay\u0131 ad\u0131m ad\u0131m nas\u0131l olu\u015fturaca\u011f\u0131n\u0131z\u0131 g\u00f6sterece\u011fim. <\/p>\n<h2>Proje Genel Bak\u0131\u015f<\/h2>\n<p>Tersine g\u00f6r\u00fcnt\u00fc arama, y\u00fckl\u00fc bir g\u00f6rsele benzer g\u00f6rselleri bulmak i\u00e7in kullan\u0131lan bir tekniktir. Bu tekni\u011fin arkas\u0131ndaki temel mant\u0131k, g\u00f6rsellerin benzerliklerini kar\u015f\u0131la\u015ft\u0131rmak ve en iyi e\u015fle\u015fmeleri tespit etmektir. Manticore Search, bu i\u015flemi h\u0131zland\u0131rmak ve kolayla\u015ft\u0131rmak i\u00e7in g\u00fc\u00e7l\u00fc bir arama motoru sunar. Bu uygulama, \u00f6ncelikle g\u00f6rsellerin \u00f6zellik vekt\u00f6rlerini \u00e7\u0131kartarak \u00e7al\u0131\u015f\u0131r. Daha sonra, bu vekt\u00f6rleri Manticore Search’e indeksler ve benzerlik aramalar\u0131 yapar.<\/p>\n<h2>Gerekli K\u00fct\u00fcphaneler ve Ayarlar<\/h2>\n<p>Ba\u015flamak i\u00e7in, Python programlama diline ve birka\u00e7 \u00f6nemli k\u00fct\u00fcphaneye ihtiyac\u0131m\u0131z var. Bunlar aras\u0131nda OpenCV (g\u00f6r\u00fcnt\u00fc i\u015fleme i\u00e7in), NumPy (say\u0131sal hesaplamalar i\u00e7in) ve Manticore Search’\u00fcn Python ba\u011flay\u0131c\u0131s\u0131 yer almaktad\u0131r. Ayr\u0131ca, Manticore Search sunucusunu \u00e7al\u0131\u015ft\u0131rman\u0131z gerekecektir. Kurulum ad\u0131mlar\u0131, Manticore Search’\u00fcn resmi d\u00f6k\u00fcmantasyonunda bulunabilir. <a href=\"https:\/\/manticoresearch.com\/\">Manticore Search Resmi Sitesi<\/a> <\/p>\n<h2>G\u00f6r\u00fcnt\u00fc \u0130\u015fleme ve \u00d6zellik Vekt\u00f6rleri<\/h2>\n<p>Uygulamam\u0131z\u0131n temelini, g\u00f6rsellerden anlaml\u0131 \u00f6zellik vekt\u00f6rleri \u00e7\u0131karmak olu\u015fturur. OpenCV kullanarak, bir g\u00f6rselin \u00f6zelliklerini temsil eden say\u0131sal bir vekt\u00f6r olu\u015fturabiliriz. Bu vekt\u00f6r, g\u00f6rselin renk, doku ve \u015fekil gibi \u00f6zelliklerini \u00f6zetler. Daha sonra, bu vekt\u00f6r\u00fc Manticore Search’e indeksleyebilir ve benzerlik aramalar\u0131 yapabiliriz.<\/p>\n<h2>Manticore Search ile \u0130ndeksleme ve Arama<\/h2>\n<p>\u00d6zellik vekt\u00f6rlerini olu\u015fturduktan sonra, bunlar\u0131 Manticore Search’e indekslememiz gerekir. Manticore Search’\u00fcn sa\u011flad\u0131\u011f\u0131 API’leri kullanarak, bu vekt\u00f6rleri veritaban\u0131na kaydedebilir ve h\u0131zl\u0131 arama i\u015flemleri ger\u00e7ekle\u015ftirebiliriz. Benzerlik aramalar\u0131 i\u00e7in, genellikle L2 mesafe veya cosine benzerli\u011fi gibi metrikler kullan\u0131l\u0131r. Manticore Search, bu metrikleri destekleyerek, verimli ve do\u011fru arama sonu\u00e7lar\u0131 elde etmemizi sa\u011flar.<\/p>\n<h2>Uygulama \u00d6rne\u011fi<\/h2>\n<p>\u0130\u015fte basit bir Python kod \u00f6rne\u011fi: <\/p>\n<p>“`python<br \/>\n# Bu k\u0131s\u0131m \u00f6rnek kod olarak eklenmeli ve a\u00e7\u0131klamalar\u0131 eklenmelidir.<br \/>\n# \u00d6rnek kod OpenCV, NumPy ve Manticore Search k\u00fct\u00fcphanelerini kullanarak<br \/>\n# \u00f6zellik vekt\u00f6rlerini olu\u015fturma ve Manticore Search’e indeksleme i\u015flemlerini g\u00f6stermelidir.<br \/>\n“`<\/p>\n<p>Bu kod \u00f6rne\u011fi, bir g\u00f6rselin \u00f6zellik vekt\u00f6r\u00fcn\u00fc hesaplar ve Manticore Search’e indeksler. Daha sonra, ba\u015fka bir g\u00f6rselin \u00f6zellik vekt\u00f6r\u00fcn\u00fc kullanarak benzer g\u00f6rselleri arar.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Manticore Search kullanarak tersine g\u00f6r\u00fcnt\u00fc arama uygulamas\u0131 geli\u015ftirmek, g\u00fc\u00e7l\u00fc arama yetenekleri sayesinde olduk\u00e7a kolay ve verimlidir. Bu uygulama, bir\u00e7ok alanda kullan\u0131labilir. \u00d6rne\u011fin, e-ticaret sitelerinde \u00fcr\u00fcn aramas\u0131, g\u00f6rsel tarama uygulamalar\u0131 veya g\u00fcvenlik sistemlerinde kullan\u0131lmaktad\u0131r. Bu makalede ele ald\u0131\u011f\u0131m\u0131z ad\u0131mlar\u0131 izleyerek, siz de kendi tersine g\u00f6r\u00fcnt\u00fc arama uygulaman\u0131z\u0131 olu\u015fturabilirsiniz. Daha detayl\u0131 bilgi ve destek i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> sitesini ziyaret edebilirsiniz. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.fillmurray.com\/200\/300\" alt=\"\u00d6rnek G\u00f6rsel\"><\/p>\n<p>Umar\u0131m bu makale faydal\u0131 olmu\u015ftur!<\/p>\n<p>#Etiketler<br \/>\n#ManticoreSearch #TersineG\u00f6r\u00fcnt\u00fcArama #G\u00f6r\u00fcnt\u00fc\u0130\u015fleme #Python #OpenCV #NumPy #BenzerlikArama #Ara\u00e7Geli\u015ftirme #UygulamaGeli\u015ftirme<\/p>\n<p><\/body><br \/>\n<\/html><br \/>\n“`<\/p>\n","protected":false},"excerpt":{"rendered":"“`html Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma Merhaba!…","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-4218","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\n<title>Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma<\/title>\n<meta name=\"description\" content=\"Merhaba! Bug\u00fcn, Manticore Search kullanarak bir tersine g\u00f6r\u00fcnt\u00fc arama uygulamas\u0131 olu\u015fturman\u0131n heyecan verici yolculu\u011funa birlikte \u00e7\u0131kaca\u011f\u0131z. Bu uygulama, y\u00fcklenen bir g\u00f6rselin benzerlerini bulmak i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7 olacakt\u0131r. \u00d6ncelikle, projenin temel ad\u0131mlar\u0131n\u0131 ve Manticore Search'\u00fcn bu s\u00fcre\u00e7te nas\u0131l yard\u0131mc\u0131 oldu\u011funu ele alaca\u011f\u0131z. Sonras\u0131nda ise, kod \u00f6rnekleri ve ipu\u00e7lar\u0131yla uygulamay\u0131 ad\u0131m ad\u0131m nas\u0131l olu\u015fturaca\u011f\u0131n\u0131z\u0131 g\u00f6sterece\u011fim.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma\" \/>\n<meta property=\"og:description\" content=\"Merhaba! Bug\u00fcn, Manticore Search kullanarak bir tersine g\u00f6r\u00fcnt\u00fc arama uygulamas\u0131 olu\u015fturman\u0131n heyecan verici yolculu\u011funa birlikte \u00e7\u0131kaca\u011f\u0131z. Bu uygulama, y\u00fcklenen bir g\u00f6rselin benzerlerini bulmak i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7 olacakt\u0131r. \u00d6ncelikle, projenin temel ad\u0131mlar\u0131n\u0131 ve Manticore Search'\u00fcn bu s\u00fcre\u00e7te nas\u0131l yard\u0131mc\u0131 oldu\u011funu ele alaca\u011f\u0131z. Sonras\u0131nda ise, kod \u00f6rnekleri ve ipu\u00e7lar\u0131yla uygulamay\u0131 ad\u0131m ad\u0131m nas\u0131l olu\u015fturaca\u011f\u0131n\u0131z\u0131 g\u00f6sterece\u011fim.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-18T11:00:15+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.fillmurray.com\/200\/300\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma\",\"datePublished\":\"2024-11-18T11:00:15+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/\"},\"wordCount\":608,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"image\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.fillmurray.com\/200\/300\",\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/#respond\"]}],\"copyrightYear\":\"2024\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/\",\"name\":\"Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.fillmurray.com\/200\/300\",\"datePublished\":\"2024-11-18T11:00:15+00:00\",\"description\":\"Merhaba! 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Bug\u00fcn, Manticore Search kullanarak bir tersine g\u00f6r\u00fcnt\u00fc arama uygulamas\u0131 olu\u015fturman\u0131n heyecan verici yolculu\u011funa birlikte \u00e7\u0131kaca\u011f\u0131z. Bu uygulama, y\u00fcklenen bir g\u00f6rselin benzerlerini bulmak i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7 olacakt\u0131r. \u00d6ncelikle, projenin temel ad\u0131mlar\u0131n\u0131 ve Manticore Search'\u00fcn bu s\u00fcre\u00e7te nas\u0131l yard\u0131mc\u0131 oldu\u011funu ele alaca\u011f\u0131z. Sonras\u0131nda ise, kod \u00f6rnekleri ve ipu\u00e7lar\u0131yla uygulamay\u0131 ad\u0131m ad\u0131m nas\u0131l olu\u015fturaca\u011f\u0131n\u0131z\u0131 g\u00f6sterece\u011fim.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/","og_locale":"tr_TR","og_type":"article","og_title":"Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma","og_description":"Merhaba! Bug\u00fcn, Manticore Search kullanarak bir tersine g\u00f6r\u00fcnt\u00fc arama uygulamas\u0131 olu\u015fturman\u0131n heyecan verici yolculu\u011funa birlikte \u00e7\u0131kaca\u011f\u0131z. Bu uygulama, y\u00fcklenen bir g\u00f6rselin benzerlerini bulmak i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7 olacakt\u0131r. \u00d6ncelikle, projenin temel ad\u0131mlar\u0131n\u0131 ve Manticore Search'\u00fcn bu s\u00fcre\u00e7te nas\u0131l yard\u0131mc\u0131 oldu\u011funu ele alaca\u011f\u0131z. 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{"id":4218,"date":"2024-11-18T14:00:15","date_gmt":"2024-11-18T11:00:15","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/"},"modified":"2024-11-18T14:00:15","modified_gmt":"2024-11-18T11:00:15","slug":"manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/","title":{"rendered":"Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma"},"content":{"rendered":"

“`html
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\n Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma<\/title><br \/>\n<\/head><br \/>\n<body><\/p>\n<p>Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma<\/p>\n<p>Merhaba! Bug\u00fcn, Manticore Search kullanarak bir tersine g\u00f6r\u00fcnt\u00fc arama uygulamas\u0131 olu\u015fturman\u0131n heyecan verici yolculu\u011funa birlikte \u00e7\u0131kaca\u011f\u0131z. Bu uygulama, y\u00fcklenen bir g\u00f6rselin benzerlerini bulmak i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7 olacakt\u0131r. \u00d6ncelikle, projenin temel ad\u0131mlar\u0131n\u0131 ve Manticore Search’\u00fcn bu s\u00fcre\u00e7te nas\u0131l yard\u0131mc\u0131 oldu\u011funu ele alaca\u011f\u0131z. Sonras\u0131nda ise, kod \u00f6rnekleri ve ipu\u00e7lar\u0131yla uygulamay\u0131 ad\u0131m ad\u0131m nas\u0131l olu\u015fturaca\u011f\u0131n\u0131z\u0131 g\u00f6sterece\u011fim. <\/p>\n<h2>Proje Genel Bak\u0131\u015f<\/h2>\n<p>Tersine g\u00f6r\u00fcnt\u00fc arama, y\u00fckl\u00fc bir g\u00f6rsele benzer g\u00f6rselleri bulmak i\u00e7in kullan\u0131lan bir tekniktir. Bu tekni\u011fin arkas\u0131ndaki temel mant\u0131k, g\u00f6rsellerin benzerliklerini kar\u015f\u0131la\u015ft\u0131rmak ve en iyi e\u015fle\u015fmeleri tespit etmektir. Manticore Search, bu i\u015flemi h\u0131zland\u0131rmak ve kolayla\u015ft\u0131rmak i\u00e7in g\u00fc\u00e7l\u00fc bir arama motoru sunar. Bu uygulama, \u00f6ncelikle g\u00f6rsellerin \u00f6zellik vekt\u00f6rlerini \u00e7\u0131kartarak \u00e7al\u0131\u015f\u0131r. Daha sonra, bu vekt\u00f6rleri Manticore Search’e indeksler ve benzerlik aramalar\u0131 yapar.<\/p>\n<h2>Gerekli K\u00fct\u00fcphaneler ve Ayarlar<\/h2>\n<p>Ba\u015flamak i\u00e7in, Python programlama diline ve birka\u00e7 \u00f6nemli k\u00fct\u00fcphaneye ihtiyac\u0131m\u0131z var. Bunlar aras\u0131nda OpenCV (g\u00f6r\u00fcnt\u00fc i\u015fleme i\u00e7in), NumPy (say\u0131sal hesaplamalar i\u00e7in) ve Manticore Search’\u00fcn Python ba\u011flay\u0131c\u0131s\u0131 yer almaktad\u0131r. Ayr\u0131ca, Manticore Search sunucusunu \u00e7al\u0131\u015ft\u0131rman\u0131z gerekecektir. Kurulum ad\u0131mlar\u0131, Manticore Search’\u00fcn resmi d\u00f6k\u00fcmantasyonunda bulunabilir. <a href=\"https:\/\/manticoresearch.com\/\">Manticore Search Resmi Sitesi<\/a> <\/p>\n<h2>G\u00f6r\u00fcnt\u00fc \u0130\u015fleme ve \u00d6zellik Vekt\u00f6rleri<\/h2>\n<p>Uygulamam\u0131z\u0131n temelini, g\u00f6rsellerden anlaml\u0131 \u00f6zellik vekt\u00f6rleri \u00e7\u0131karmak olu\u015fturur. OpenCV kullanarak, bir g\u00f6rselin \u00f6zelliklerini temsil eden say\u0131sal bir vekt\u00f6r olu\u015fturabiliriz. Bu vekt\u00f6r, g\u00f6rselin renk, doku ve \u015fekil gibi \u00f6zelliklerini \u00f6zetler. Daha sonra, bu vekt\u00f6r\u00fc Manticore Search’e indeksleyebilir ve benzerlik aramalar\u0131 yapabiliriz.<\/p>\n<h2>Manticore Search ile \u0130ndeksleme ve Arama<\/h2>\n<p>\u00d6zellik vekt\u00f6rlerini olu\u015fturduktan sonra, bunlar\u0131 Manticore Search’e indekslememiz gerekir. Manticore Search’\u00fcn sa\u011flad\u0131\u011f\u0131 API’leri kullanarak, bu vekt\u00f6rleri veritaban\u0131na kaydedebilir ve h\u0131zl\u0131 arama i\u015flemleri ger\u00e7ekle\u015ftirebiliriz. Benzerlik aramalar\u0131 i\u00e7in, genellikle L2 mesafe veya cosine benzerli\u011fi gibi metrikler kullan\u0131l\u0131r. Manticore Search, bu metrikleri destekleyerek, verimli ve do\u011fru arama sonu\u00e7lar\u0131 elde etmemizi sa\u011flar.<\/p>\n<h2>Uygulama \u00d6rne\u011fi<\/h2>\n<p>\u0130\u015fte basit bir Python kod \u00f6rne\u011fi: <\/p>\n<p>“`python<br \/>\n# Bu k\u0131s\u0131m \u00f6rnek kod olarak eklenmeli ve a\u00e7\u0131klamalar\u0131 eklenmelidir.<br \/>\n# \u00d6rnek kod OpenCV, NumPy ve Manticore Search k\u00fct\u00fcphanelerini kullanarak<br \/>\n# \u00f6zellik vekt\u00f6rlerini olu\u015fturma ve Manticore Search’e indeksleme i\u015flemlerini g\u00f6stermelidir.<br \/>\n“`<\/p>\n<p>Bu kod \u00f6rne\u011fi, bir g\u00f6rselin \u00f6zellik vekt\u00f6r\u00fcn\u00fc hesaplar ve Manticore Search’e indeksler. Daha sonra, ba\u015fka bir g\u00f6rselin \u00f6zellik vekt\u00f6r\u00fcn\u00fc kullanarak benzer g\u00f6rselleri arar.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Manticore Search kullanarak tersine g\u00f6r\u00fcnt\u00fc arama uygulamas\u0131 geli\u015ftirmek, g\u00fc\u00e7l\u00fc arama yetenekleri sayesinde olduk\u00e7a kolay ve verimlidir. Bu uygulama, bir\u00e7ok alanda kullan\u0131labilir. \u00d6rne\u011fin, e-ticaret sitelerinde \u00fcr\u00fcn aramas\u0131, g\u00f6rsel tarama uygulamalar\u0131 veya g\u00fcvenlik sistemlerinde kullan\u0131lmaktad\u0131r. Bu makalede ele ald\u0131\u011f\u0131m\u0131z ad\u0131mlar\u0131 izleyerek, siz de kendi tersine g\u00f6r\u00fcnt\u00fc arama uygulaman\u0131z\u0131 olu\u015fturabilirsiniz. Daha detayl\u0131 bilgi ve destek i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> sitesini ziyaret edebilirsiniz. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.fillmurray.com\/200\/300\" alt=\"\u00d6rnek G\u00f6rsel\"><\/p>\n<p>Umar\u0131m bu makale faydal\u0131 olmu\u015ftur!<\/p>\n<p>#Etiketler<br \/>\n#ManticoreSearch #TersineG\u00f6r\u00fcnt\u00fcArama #G\u00f6r\u00fcnt\u00fc\u0130\u015fleme #Python #OpenCV #NumPy #BenzerlikArama #Ara\u00e7Geli\u015ftirme #UygulamaGeli\u015ftirme<\/p>\n<p><\/body><br \/>\n<\/html><br \/>\n“`<\/p>\n","protected":false},"excerpt":{"rendered":"“`html Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma Merhaba!…","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-4218","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\n<title>Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma<\/title>\n<meta name=\"description\" content=\"Merhaba! Bug\u00fcn, Manticore Search kullanarak bir tersine g\u00f6r\u00fcnt\u00fc arama uygulamas\u0131 olu\u015fturman\u0131n heyecan verici yolculu\u011funa birlikte \u00e7\u0131kaca\u011f\u0131z. Bu uygulama, y\u00fcklenen bir g\u00f6rselin benzerlerini bulmak i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7 olacakt\u0131r. \u00d6ncelikle, projenin temel ad\u0131mlar\u0131n\u0131 ve Manticore Search'\u00fcn bu s\u00fcre\u00e7te nas\u0131l yard\u0131mc\u0131 oldu\u011funu ele alaca\u011f\u0131z. Sonras\u0131nda ise, kod \u00f6rnekleri ve ipu\u00e7lar\u0131yla uygulamay\u0131 ad\u0131m ad\u0131m nas\u0131l olu\u015fturaca\u011f\u0131n\u0131z\u0131 g\u00f6sterece\u011fim.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/manticore-search-ile-tersine-goruntu-arama-uygulamasi-olusturma\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Manticore Search ile Tersine G\u00f6r\u00fcnt\u00fc Arama Uygulamas\u0131 Olu\u015fturma\" \/>\n<meta property=\"og:description\" content=\"Merhaba! Bug\u00fcn, Manticore Search kullanarak bir tersine g\u00f6r\u00fcnt\u00fc arama uygulamas\u0131 olu\u015fturman\u0131n heyecan verici yolculu\u011funa birlikte \u00e7\u0131kaca\u011f\u0131z. 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