{"id":16753,"date":"2025-03-31T08:00:16","date_gmt":"2025-03-31T05:00:16","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/gercek-zamanli-sekil-algilama-opencv-ve-python-ile\/"},"modified":"2025-03-31T08:00:16","modified_gmt":"2025-03-31T05:00:16","slug":"gercek-zamanli-sekil-algilama-opencv-ve-python-ile","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/gercek-zamanli-sekil-algilama-opencv-ve-python-ile\/","title":{"rendered":"Ger\u00e7ek Zamanl\u0131 \u015eekil Alg\u0131lama: OpenCV ve Python ile"},"content":{"rendered":"<p><body><\/p>\n<p>Ger\u00e7ek Zamanl\u0131 \u015eekil Alg\u0131lama: OpenCV ve Python ile<\/p>\n<p>G\u00f6r\u00fcnt\u00fc i\u015fleme alan\u0131nda heyecan verici bir konu olan ger\u00e7ek zamanl\u0131 \u015fekil alg\u0131lama,  OpenCV ve Python&#8217;\u0131n g\u00fc\u00e7l\u00fc kombinasyonuyla kolayca ger\u00e7ekle\u015ftirilebilir.  Bu makalede, ad\u0131m ad\u0131m bir rehberle bu i\u015flemi nas\u0131l yapaca\u011f\u0131n\u0131z\u0131 ve kar\u015f\u0131la\u015fabilece\u011finiz baz\u0131 zorluklar\u0131 nas\u0131l a\u015faca\u011f\u0131n\u0131z\u0131 g\u00f6sterece\u011fim.  \u00d6ncelikle, gerekli k\u00fct\u00fcphaneleri y\u00fcklemeliyiz.  Bunun i\u00e7in terminalinizde veya komut sat\u0131r\u0131n\u0131zda <code>pip install opencv-python<\/code> komutunu \u00e7al\u0131\u015ft\u0131rabilirsiniz.  \u0130\u015fte, basit bir \u015fekil alg\u0131lama projesi:<\/p>\n<pre><code class=\"language-python\">\nimport cv2\n\n# Kameray\u0131 ba\u015flat\nkamera = cv2.VideoCapture(0)\n\nwhile(True):\n    # Kareyi yakala\n    ret, kare = kamera.read()\n\n    # Gri tonlamaya \u00e7evir\n    gri = cv2.cvtColor(kare, cv2.COLOR_BGR2GRAY)\n\n    # Kenarlar\u0131 bul\n    kenarlar = cv2.Canny(gri, 100, 200)\n\n    # Konturlar\u0131 bul\n    konturlar, _ = cv2.findContours(kenarlar, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n\n    # Konturlar\u0131 \u00e7iz\n    for kontur in konturlar:\n        aproksimasyon = cv2.approxPolyDP(kontur, 0.04 * cv2.arcLength(kontur, True), True)\n        x, y, w, h = cv2.boundingRect(aproksimasyon)\n\n        if len(aproksimasyon) == 3:\n            sekil = \"\u00dc\u00e7gen\"\n        elif len(aproksimasyon) == 4:\n            aspekt_orani = float(w) \/ h\n            if 0.95 <= aspekt_orani <= 1.05:\n                sekil = \"Kare\"\n            else:\n                sekil = \"Dikd\u00f6rtgen\"\n        elif len(aproksimasyon) == 5:\n            sekil = \"Be\u015fgen\"\n        elif len(aproksimasyon) == 6:\n            sekil = \"Alt\u0131gen\"\n        else:\n            sekil = \"Daire\"\n\n        cv2.drawContours(kare, [aproksimasyon], -1, (0, 0, 255), 3)\n        cv2.putText(kare, sekil, (x, y - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 0, 255), 2)\n\n\n    # G\u00f6r\u00fcnt\u00fcy\u00fc g\u00f6ster\n    cv2.imshow('\u015eekil Alg\u0131lama', kare)\n\n    # 'q' tu\u015funa bas\u0131ld\u0131\u011f\u0131nda \u00e7\u0131k\n    if cv2.waitKey(1) &#038; 0xFF == ord('q'):\n        break\n\n# Kameray\u0131 kapat\nkamera.release()\ncv2.destroyAllWindows()\n<\/code><\/pre>\n<p>Bu kod, kameradan gelen g\u00f6r\u00fcnt\u00fcy\u00fc i\u015fleyerek \u015fekilleri tespit eder ve bunlar\u0131n etraf\u0131na bir dikd\u00f6rtgen \u00e7izer.  Ayn\u0131 zamanda, \u015feklin t\u00fcr\u00fcn\u00fc (\u00fc\u00e7gen, kare, dikd\u00f6rtgen, vb.) g\u00f6r\u00fcnt\u00fcn\u00fcn \u00fczerine yazar.  Kodun anla\u015f\u0131lmas\u0131 i\u00e7in a\u00e7\u0131klamalar ekledim.  Ancak, daha karma\u015f\u0131k \u015fekillerin alg\u0131lanmas\u0131 i\u00e7in daha geli\u015fmi\u015f algoritmalar gerekebilir.  \u00d6rne\u011fin, daha hassas \u015fekil tan\u0131ma i\u00e7in  HOG (Histogram of Oriented Gradients) veya Haar Cascades gibi y\u00f6ntemleri kullanabilirsiniz.  Bu konuda daha fazla bilgi edinmek i\u00e7in <a href=\"https:\/\/docs.opencv.org\/\">OpenCV resmi dok\u00fcmanlar\u0131na<\/a> bakman\u0131z\u0131 \u00f6neririm.<\/p>\n<p>Ayr\u0131ca, ger\u00e7ek zamanl\u0131 performans\u0131 optimize etmek i\u00e7in kodun baz\u0131 b\u00f6l\u00fcmlerini iyile\u015ftirebilirsiniz.  \u00d6rne\u011fin,  g\u00f6r\u00fcnt\u00fc boyutunu k\u00fc\u00e7\u00fcltmek veya daha h\u0131zl\u0131 algoritmalar kullanmak performans\u0131 art\u0131rabilir.  Bu konuda daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">web sitemi<\/a> ziyaret edebilirsiniz.  Ger\u00e7ek zamanl\u0131 uygulamalar\u0131n zorluklar\u0131ndan biri,  hesaplama y\u00fck\u00fcn\u00fcn y\u00fcksek olmas\u0131d\u0131r.  Bu nedenle, performans optimizasyonu \u00e7ok \u00f6nemlidir.  Sisteminizin kapasitesine ba\u011fl\u0131 olarak,  baz\u0131 k\u0131s\u0131tlamalarla kar\u015f\u0131la\u015fabilirsiniz.  Bunun i\u00e7in farkl\u0131 optimizasyon tekniklerini deneyebilirsiniz.<\/p>\n<p>Sonu\u00e7 olarak, OpenCV ve Python kullanarak ger\u00e7ek zamanl\u0131 \u015fekil alg\u0131lama olduk\u00e7a kolayd\u0131r.  Ancak,  projenizin karma\u015f\u0131kl\u0131\u011f\u0131na ve gereksinimlerine g\u00f6re,  daha geli\u015fmi\u015f teknikler ve optimizasyonlar gerekebilir.  Umar\u0131m bu makale size yard\u0131mc\u0131 olmu\u015ftur.  Ba\u015fka sorular\u0131n\u0131z veya \u00f6nerileriniz varsa, l\u00fctfen bana bildirin.<\/p>\n<p><strong>#Etiketler:<\/strong> OpenCV, Python, \u015eekil Alg\u0131lama, Ger\u00e7ek Zamanl\u0131, G\u00f6r\u00fcnt\u00fc \u0130\u015fleme, Kontur Alg\u0131lama, Yapay Zeka, G\u00f6r\u00fcnt\u00fc \u0130\u015fleme K\u00fct\u00fcphaneleri, Python K\u00fct\u00fcphaneleri<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Ger\u00e7ek Zamanl\u0131 \u015eekil Alg\u0131lama: OpenCV ve Python ile G\u00f6r\u00fcnt\u00fc i\u015fleme alan\u0131nda heyecan verici bir konu olan ger\u00e7ek zamanl\u0131&hellip;","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-16753","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Ger\u00e7ek Zamanl\u0131 \u015eekil Alg\u0131lama: OpenCV ve Python ile<\/title>\n<meta name=\"description\" content=\"G\u00f6r\u00fcnt\u00fc i\u015fleme alan\u0131nda heyecan verici bir konu olan ger\u00e7ek zamanl\u0131 \u015fekil alg\u0131lama, OpenCV ve Python&#039;\u0131n g\u00fc\u00e7l\u00fc kombinasyonuyla kolayca ger\u00e7ekle\u015ftirilebilir. Bu makalede, ad\u0131m ad\u0131m bir rehberle bu i\u015flemi nas\u0131l yapaca\u011f\u0131n\u0131z\u0131 ve kar\u015f\u0131la\u015fabilece\u011finiz baz\u0131 zorluklar\u0131 nas\u0131l a\u015faca\u011f\u0131n\u0131z\u0131 g\u00f6sterece\u011fim. \u00d6ncelikle, gerekli k\u00fct\u00fcphaneleri y\u00fcklemeliyiz. Bunun i\u00e7in terminalinizde veya komut sat\u0131r\u0131n\u0131zda pip install opencv-python komutunu \u00e7al\u0131\u015ft\u0131rabilirsiniz. \u0130\u015fte, basit bir \u015fekil alg\u0131lama projesi:\" \/>\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\/gercek-zamanli-sekil-algilama-opencv-ve-python-ile\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ger\u00e7ek Zamanl\u0131 \u015eekil Alg\u0131lama: OpenCV ve Python ile\" \/>\n<meta property=\"og:description\" content=\"G\u00f6r\u00fcnt\u00fc i\u015fleme alan\u0131nda heyecan verici bir konu olan ger\u00e7ek zamanl\u0131 \u015fekil alg\u0131lama, OpenCV ve Python&#039;\u0131n g\u00fc\u00e7l\u00fc kombinasyonuyla kolayca ger\u00e7ekle\u015ftirilebilir. Bu makalede, ad\u0131m ad\u0131m bir rehberle bu i\u015flemi nas\u0131l yapaca\u011f\u0131n\u0131z\u0131 ve kar\u015f\u0131la\u015fabilece\u011finiz baz\u0131 zorluklar\u0131 nas\u0131l a\u015faca\u011f\u0131n\u0131z\u0131 g\u00f6sterece\u011fim. \u00d6ncelikle, gerekli k\u00fct\u00fcphaneleri y\u00fcklemeliyiz. Bunun i\u00e7in terminalinizde veya komut sat\u0131r\u0131n\u0131zda pip install opencv-python komutunu \u00e7al\u0131\u015ft\u0131rabilirsiniz. \u0130\u015fte, basit bir \u015fekil alg\u0131lama projesi:\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/gercek-zamanli-sekil-algilama-opencv-ve-python-ile\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-31T05:00:16+00:00\" \/>\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=\"1 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/gercek-zamanli-sekil-algilama-opencv-ve-python-ile\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/gercek-zamanli-sekil-algilama-opencv-ve-python-ile\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Ger\u00e7ek Zamanl\u0131 \u015eekil Alg\u0131lama: OpenCV ve Python ile\",\"datePublished\":\"2025-03-31T05:00:16+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/gercek-zamanli-sekil-algilama-opencv-ve-python-ile\/\"},\"wordCount\":378,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/gercek-zamanli-sekil-algilama-opencv-ve-python-ile\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/gercek-zamanli-sekil-algilama-opencv-ve-python-ile\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/gercek-zamanli-sekil-algilama-opencv-ve-python-ile\/\",\"name\":\"Ger\u00e7ek Zamanl\u0131 \u015eekil Alg\u0131lama: OpenCV ve Python ile\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-03-31T05:00:16+00:00\",\"description\":\"G\u00f6r\u00fcnt\u00fc i\u015fleme alan\u0131nda heyecan verici bir konu olan ger\u00e7ek zamanl\u0131 \u015fekil alg\u0131lama, OpenCV ve Python'\u0131n g\u00fc\u00e7l\u00fc kombinasyonuyla kolayca ger\u00e7ekle\u015ftirilebilir. Bu makalede, ad\u0131m ad\u0131m bir rehberle bu i\u015flemi nas\u0131l yapaca\u011f\u0131n\u0131z\u0131 ve kar\u015f\u0131la\u015fabilece\u011finiz baz\u0131 zorluklar\u0131 nas\u0131l a\u015faca\u011f\u0131n\u0131z\u0131 g\u00f6sterece\u011fim. \u00d6ncelikle, gerekli k\u00fct\u00fcphaneleri y\u00fcklemeliyiz. 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Bu makalede, ad\u0131m ad\u0131m bir rehberle bu i\u015flemi nas\u0131l yapaca\u011f\u0131n\u0131z\u0131 ve kar\u015f\u0131la\u015fabilece\u011finiz baz\u0131 zorluklar\u0131 nas\u0131l a\u015faca\u011f\u0131n\u0131z\u0131 g\u00f6sterece\u011fim. \u00d6ncelikle, gerekli k\u00fct\u00fcphaneleri y\u00fcklemeliyiz. Bunun i\u00e7in terminalinizde veya komut sat\u0131r\u0131n\u0131zda pip install opencv-python komutunu \u00e7al\u0131\u015ft\u0131rabilirsiniz. \u0130\u015fte, basit bir \u015fekil alg\u0131lama projesi:","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\/gercek-zamanli-sekil-algilama-opencv-ve-python-ile\/","og_locale":"tr_TR","og_type":"article","og_title":"Ger\u00e7ek Zamanl\u0131 \u015eekil Alg\u0131lama: OpenCV ve Python ile","og_description":"G\u00f6r\u00fcnt\u00fc i\u015fleme alan\u0131nda heyecan verici bir konu olan ger\u00e7ek zamanl\u0131 \u015fekil alg\u0131lama, OpenCV ve Python'\u0131n g\u00fc\u00e7l\u00fc kombinasyonuyla kolayca ger\u00e7ekle\u015ftirilebilir. Bu makalede, ad\u0131m ad\u0131m bir rehberle bu i\u015flemi nas\u0131l yapaca\u011f\u0131n\u0131z\u0131 ve kar\u015f\u0131la\u015fabilece\u011finiz baz\u0131 zorluklar\u0131 nas\u0131l a\u015faca\u011f\u0131n\u0131z\u0131 g\u00f6sterece\u011fim. \u00d6ncelikle, gerekli k\u00fct\u00fcphaneleri y\u00fcklemeliyiz. 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