{"id":12227,"date":"2023-03-11T23:59:47","date_gmt":"2023-03-11T14:59:47","guid":{"rendered":"https:\/\/www.tetsumag.com\/?p=12227"},"modified":"2026-08-01T13:46:01","modified_gmt":"2026-08-01T04:46:01","slug":"317","status":"publish","type":"post","link":"https:\/\/tetsumag.com\/blog\/2023\/03\/11\/317\/","title":{"rendered":"\u3010Python\u3011\u30ab\u30e1\u30e9\u306b\u6620\u3063\u305f\u753b\u50cf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u7269\u4f53\u691c\u77e5\u3059\u308b\u3010OpenCV\u00d7YOLO\u3011"},"content":{"rendered":"\n<p>\u4eba\u304c\u884c\u3063\u3066\u3044\u308b\u5358\u7d14\u4f5c\u696d\u306f\u7269\u4f53\u691c\u77e5AI\u3067\u4ee3\u7528\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30ab\u30e1\u30e9\u3068\u30d1\u30bd\u30b3\u30f3\u304c\u3042\u308c\u3070\u3042\u3089\u3086\u308b\u4f5c\u696d\u304cAI\u306b\u4ee3\u7528\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u7269\u4f53\u3092\u691c\u77e5\u3059\u308b\u306a\u3093\u3066\u3068\u3066\u3082\u96e3\u3057\u3044\u3088\u3046\u306b\u601d\u3044\u307e\u3059\u304c\u3001\u5b9f\u306f\u601d\u3063\u305f\u4ee5\u4e0a\u306b\u7c21\u5358\u306a\u30b3\u30fc\u30c9\u3067\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30ab\u30e1\u30e9\u306b\u6620\u3063\u305f\u753b\u50cf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u7269\u4f53\u691c\u77e5\u3055\u305b\u308b\u65b9\u6cd5\u3092\u5177\u4f53\u7684\u306b\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #ff0000;\"><a href=\"https:\/\/www.udemy.com\/course\/tetsumag-objectdetection\/?referralCode=7046593115956EE41BF7\" target=\"_blank\" rel=\"noopener\" style=\"color: #ff0000;\">\u300cAI\u958b\u767a\u306e\u30ca\u30d3\u30b2\u30fc\u30bf\u30fc\u7269\u4f53\u691c\u77e5AI\u7de8\u300d\u306f\u3053\u3061\u3089\u304b\u3089\u3069\u3046\u305e\uff01<\/a><\/span><br \/>\n<a href=\"https:\/\/www.udemy.com\/course\/tetsumag-objectdetection\/?referralCode=7046593115956EE41BF7\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2025\/01\/5258858_7664_5.jpg\" alt=\"\" width=\"750\" height=\"422\" class=\"aligncenter size-full wp-image-16077\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2025\/01\/5258858_7664_5.jpg 750w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2025\/01\/5258858_7664_5-600x338.jpg 600w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/><\/a><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_38 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baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/label><input type=\"checkbox\" id=\"item\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/tetsumag.com\/blog\/2023\/03\/11\/317\/#Pycharm%E3%81%AE%E7%92%B0%E5%A2%83%E8%A8%AD%E5%AE%9A\" title=\"Pycharm\u306e\u74b0\u5883\u8a2d\u5b9a\">Pycharm\u306e\u74b0\u5883\u8a2d\u5b9a<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/tetsumag.com\/blog\/2023\/03\/11\/317\/#%E7%92%B0%E5%A2%83%E8%A8%AD%E5%AE%9A%E3%81%A8%E3%81%AFvenv%E3%81%AE%E6%A7%8B%E7%AF%89%E3%81%A8Python_Interpreter%E3%81%AE%E8%A8%AD%E5%AE%9A%E3%82%92%E3%81%99%E3%82%8B%E3%81%93%E3%81%A8\" title=\"\u74b0\u5883\u8a2d\u5b9a\u3068\u306fvenv\u306e\u69cb\u7bc9\u3068Python Interpreter\u306e\u8a2d\u5b9a\u3092\u3059\u308b\u3053\u3068\">\u74b0\u5883\u8a2d\u5b9a\u3068\u306fvenv\u306e\u69cb\u7bc9\u3068Python Interpreter\u306e\u8a2d\u5b9a\u3092\u3059\u308b\u3053\u3068<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/tetsumag.com\/blog\/2023\/03\/11\/317\/#%E3%83%91%E3%82%B9%E3%81%8C%E9%80%9A%E3%81%A3%E3%81%A6%E3%81%84%E3%81%AA%E3%81%84%E4%BA%8B%E3%82%84interpreter%E3%81%AE%E8%A8%AD%E5%AE%9A%E3%81%8C%E3%81%A7%E3%81%8D%E3%81%A6%E3%81%84%E3%81%AA%E3%81%84%E3%81%A8%E3%82%A8%E3%83%A9%E3%83%BC%E3%81%8C%E7%99%BA%E7%94%9F%E3%81%99%E3%82%8B\" title=\"\u30d1\u30b9\u304c\u901a\u3063\u3066\u3044\u306a\u3044\u4e8b\u3084interpreter\u306e\u8a2d\u5b9a\u304c\u3067\u304d\u3066\u3044\u306a\u3044\u3068\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b\">\u30d1\u30b9\u304c\u901a\u3063\u3066\u3044\u306a\u3044\u4e8b\u3084interpreter\u306e\u8a2d\u5b9a\u304c\u3067\u304d\u3066\u3044\u306a\u3044\u3068\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/tetsumag.com\/blog\/2023\/03\/11\/317\/#OpenCV%E3%81%AE%E4%BD%BF%E3%81%84%E6%96%B9\" title=\"OpenCV\u306e\u4f7f\u3044\u65b9\">OpenCV\u306e\u4f7f\u3044\u65b9<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/tetsumag.com\/blog\/2023\/03\/11\/317\/#USB%E6%8E%A5%E7%B6%9A%E3%81%97%E3%81%9F%E3%82%AB%E3%83%A1%E3%83%A9%E3%81%8B%E3%82%89%E3%81%AE%E7%94%BB%E5%83%8F%E3%82%92%E5%8F%96%E5%BE%97%E3%81%99%E3%82%8B%E3%81%AB%E3%81%AFOpenCV%E3%82%92%E5%88%A9%E7%94%A8%E3%81%99%E3%82%8B\" title=\"USB\u63a5\u7d9a\u3057\u305f\u30ab\u30e1\u30e9\u304b\u3089\u306e\u753b\u50cf\u3092\u53d6\u5f97\u3059\u308b\u306b\u306fOpenCV\u3092\u5229\u7528\u3059\u308b\">USB\u63a5\u7d9a\u3057\u305f\u30ab\u30e1\u30e9\u304b\u3089\u306e\u753b\u50cf\u3092\u53d6\u5f97\u3059\u308b\u306b\u306fOpenCV\u3092\u5229\u7528\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/tetsumag.com\/blog\/2023\/03\/11\/317\/#YOLO%E3%81%AE%E3%82%A2%E3%83%AB%E3%82%B4%E3%83%AA%E3%82%BA%E3%83%A0%E3%81%A7%E5%AD%A6%E7%BF%92%E3%81%97%E3%81%9FAI%E3%81%A8OpenCV%E3%82%92%E7%B5%84%E3%81%BF%E5%90%88%E3%82%8F%E3%81%9B%E3%82%8B%E3%81%93%E3%81%A8%E3%81%A7%E3%83%AA%E3%82%A2%E3%83%AB%E3%82%BF%E3%82%A4%E3%83%A0%E3%81%AE%E7%89%A9%E4%BD%93%E6%A4%9C%E7%9F%A5%E3%81%8C%E5%8F%AF%E8%83%BD%E3%81%AB%E3%81%AA%E3%82%8B\" title=\"YOLO\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u5b66\u7fd2\u3057\u305fAI\u3068OpenCV\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u7269\u4f53\u691c\u77e5\u304c\u53ef\u80fd\u306b\u306a\u308b\">YOLO\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u5b66\u7fd2\u3057\u305fAI\u3068OpenCV\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u7269\u4f53\u691c\u77e5\u304c\u53ef\u80fd\u306b\u306a\u308b<\/a><\/li><li class='ez-toc-page-1 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href=\"https:\/\/tetsumag.com\/blog\/2023\/03\/11\/317\/#%E5%BB%BA%E8%A8%AD%E6%A5%AD%E7%95%8C%E3%81%A7%E3%81%AF%E4%BA%BA%E3%81%AE%E6%A4%9C%E7%9F%A5%E5%AE%89%E5%85%A8%E3%81%AB%E3%81%A4%E3%81%AA%E3%81%8C%E3%82%8B\" title=\"\u5efa\u8a2d\u696d\u754c\u3067\u306f\u4eba\u306e\u691c\u77e5=\u5b89\u5168\u306b\u3064\u306a\u304c\u308b\">\u5efa\u8a2d\u696d\u754c\u3067\u306f\u4eba\u306e\u691c\u77e5=\u5b89\u5168\u306b\u3064\u306a\u304c\u308b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/tetsumag.com\/blog\/2023\/03\/11\/317\/#%E3%81%BE%E3%81%A8%E3%82%81\" title=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Pycharm%E3%81%AE%E7%92%B0%E5%A2%83%E8%A8%AD%E5%AE%9A\"><\/span>Pycharm\u306e\u74b0\u5883\u8a2d\u5b9a<span 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id=\"%E7%92%B0%E5%A2%83%E8%A8%AD%E5%AE%9A%E3%81%A8%E3%81%AFvenv%E3%81%AE%E6%A7%8B%E7%AF%89%E3%81%A8Python_Interpreter%E3%81%AE%E8%A8%AD%E5%AE%9A%E3%82%92%E3%81%99%E3%82%8B%E3%81%93%E3%81%A8\"><\/span>\u74b0\u5883\u8a2d\u5b9a\u3068\u306fvenv\u306e\u69cb\u7bc9\u3068Python Interpreter\u306e\u8a2d\u5b9a\u3092\u3059\u308b\u3053\u3068<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4eee\u60f3\u74b0\u5883\u3068\u306f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3054\u3068\u306b\u4f5c\u308bpython\u306e\u74b0\u5883\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u4eee\u60f3\u74b0\u5883\u3067\u306f\u5404\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u30bf\u30a4\u30e0\u30e9\u30b0\u304c\u3042\u3063\u3066\u3082\u30b3\u30fc\u30c9\u304c\u52d5\u304f\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"q9BumkYp5f\"><p><a href=\"https:\/\/www.tetsumag.com\/2023\/01\/31\/306\/\">\u3010PyCharm\u3011python\u306e\u4eee\u60f3\u74b0\u5883\u306e\u69cb\u7bc9\u306b\u3064\u3044\u3066<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010PyCharm\u3011python\u306e\u4eee\u60f3\u74b0\u5883\u306e\u69cb\u7bc9\u306b\u3064\u3044\u3066&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2023\/01\/31\/306\/embed\/#?secret=YI8VnL9cnn#?secret=q9BumkYp5f\" data-secret=\"q9BumkYp5f\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%91%E3%82%B9%E3%81%8C%E9%80%9A%E3%81%A3%E3%81%A6%E3%81%84%E3%81%AA%E3%81%84%E4%BA%8B%E3%82%84interpreter%E3%81%AE%E8%A8%AD%E5%AE%9A%E3%81%8C%E3%81%A7%E3%81%8D%E3%81%A6%E3%81%84%E3%81%AA%E3%81%84%E3%81%A8%E3%82%A8%E3%83%A9%E3%83%BC%E3%81%8C%E7%99%BA%E7%94%9F%E3%81%99%E3%82%8B\"><\/span>\u30d1\u30b9\u304c\u901a\u3063\u3066\u3044\u306a\u3044\u4e8b\u3084interpreter\u306e\u8a2d\u5b9a\u304c\u3067\u304d\u3066\u3044\u306a\u3044\u3068\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u74b0\u5883\u8a2d\u5b9a\u306e\u969b\u306b\u3088\u304f\u51fa\u308b\u30a8\u30e9\u30fc\u3068\u3057\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">ModuleNotFoundError: No module named \u2018cv2\u2019\r\nModuleNotFoundError: No module named \u2018torch\u2019\r\n\r\n<\/pre>\n<p>\u3053\u306e\u30a8\u30e9\u30fc\u306e\u539f\u56e0\u306f\u30d1\u30b9\u304c\u901a\u3063\u3066\u3044\u306a\u3044\u4e8b\u3084pythoninterpreter\u306e\u8a2d\u5b9a\u304c\u3067\u304d\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u307b\u3068\u3093\u3069\u3067\u3059\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"o47LDOhjhG\"><p><a href=\"https:\/\/www.tetsumag.com\/2023\/03\/08\/316\/\">\u3010Pycharm\u3011\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u30a8\u30e9\u30fc\u306b\u3064\u3044\u3066\u3010\u30d1\u30b9\u3092\u901a\u3059\u3011<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010Pycharm\u3011\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u30a8\u30e9\u30fc\u306b\u3064\u3044\u3066\u3010\u30d1\u30b9\u3092\u901a\u3059\u3011&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2023\/03\/08\/316\/embed\/#?secret=hSuBMTULQ4#?secret=o47LDOhjhG\" data-secret=\"o47LDOhjhG\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<h2><span class=\"ez-toc-section\" id=\"OpenCV%E3%81%AE%E4%BD%BF%E3%81%84%E6%96%B9\"><\/span>OpenCV\u306e\u4f7f\u3044\u65b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2023\/03\/3-2-6-image4-1024x576-1.jpg\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2023\/03\/3-2-6-image4-1024x576-1.jpg\" alt=\"\" width=\"1024\" height=\"576\" class=\"aligncenter size-full wp-image-12183\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2023\/03\/3-2-6-image4-1024x576-1.jpg 1024w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2023\/03\/3-2-6-image4-1024x576-1-768x432.jpg 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2023\/03\/3-2-6-image4-1024x576-1-600x338.jpg 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p>OpenCV\u3068\u306f\u753b\u50cf\u3084\u52d5\u753b\u306e\u51e6\u7406\u306b\u5fc5\u8981\u306a\u6a5f\u80fd\u304c\u307e\u3068\u3081\u3089\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n<p>google\u3067\u691c\u7d22\u3059\u308b\u3068\u3053\u306e\u3088\u3046\u306b\u8aac\u660e\u304c\u306a\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u5177\u4f53\u7684\u306a\u4f7f\u3044\u65b9\u307e\u3067\u5b66\u7fd2\u3057\u3088\u3046\u3068\u3057\u3066\u3082\u4e01\u5be7\u306b\u89e3\u8aac\u3057\u3066\u304f\u308c\u308b\u30b5\u30a4\u30c8\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>OpenCV\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308b\u30aa\u30f3\u30e9\u30a4\u30f3\u5b66\u7fd2\u30b3\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u7d0420\u4e07\u5186\u3068\u9ad8\u984d\u306a\u306e\u3067\u306a\u304b\u306a\u304b\u624b\u304c\u51fa\u305b\u307e\u305b\u3093\u306d\u3002<\/p>\n<p><a href=\"https:\/\/opencv.org\/courses\/\" target=\"_blank\" rel=\"noopener\">OpenCV\u516c\u5f0f\u30aa\u30f3\u30e9\u30a4\u30f3\u30b3\u30fc\u30b9<\/a><\/p>\n<p>\u5177\u4f53\u7684\u306bOpenCV\u306e\u4f7f\u3044\u65b9\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"USB%E6%8E%A5%E7%B6%9A%E3%81%97%E3%81%9F%E3%82%AB%E3%83%A1%E3%83%A9%E3%81%8B%E3%82%89%E3%81%AE%E7%94%BB%E5%83%8F%E3%82%92%E5%8F%96%E5%BE%97%E3%81%99%E3%82%8B%E3%81%AB%E3%81%AFOpenCV%E3%82%92%E5%88%A9%E7%94%A8%E3%81%99%E3%82%8B\"><\/span>USB\u63a5\u7d9a\u3057\u305f\u30ab\u30e1\u30e9\u304b\u3089\u306e\u753b\u50cf\u3092\u53d6\u5f97\u3059\u308b\u306b\u306fOpenCV\u3092\u5229\u7528\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u300cOpenCV\u3068\u306f\u753b\u50cf\u3084\u52d5\u753b\u306e\u51e6\u7406\u306b\u5fc5\u8981\u306a\u6a5f\u80fd\u304c\u307e\u3068\u3081\u3089\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u300d\u3068\u8aac\u660e\u3055\u308c\u3066\u7406\u89e3\u3067\u304d\u308b\u65b9\u306f\u307b\u3068\u3093\u3069\u3044\u306a\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u4e0a\u8a18\u306e\u8aac\u660e\u3067\u306f\u306a\u304f\u3001\u300cUSB\u63a5\u7d9a\u3057\u305f\u30ab\u30e1\u30e9\u304b\u3089\u306e\u753b\u50cf\u3092\u53d6\u5f97\u3059\u308b\u306b\u306fOpenCV\u3092\u5229\u7528\u3059\u308b\u300d\u3068\u899a\u3048\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u30dd\u30a4\u30f3\u30c8<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>USB\u63a5\u7d9a\u3057\u305f\u30ab\u30e1\u30e9\u304b\u3089\u306e\u753b\u50cf\u3092\u53d6\u5f97\u3059\u308b\u306b\u306fOpenCV\u3092\u5229\u7528\u3059\u308b<\/p>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"YOLO%E3%81%AE%E3%82%A2%E3%83%AB%E3%82%B4%E3%83%AA%E3%82%BA%E3%83%A0%E3%81%A7%E5%AD%A6%E7%BF%92%E3%81%97%E3%81%9FAI%E3%81%A8OpenCV%E3%82%92%E7%B5%84%E3%81%BF%E5%90%88%E3%82%8F%E3%81%9B%E3%82%8B%E3%81%93%E3%81%A8%E3%81%A7%E3%83%AA%E3%82%A2%E3%83%AB%E3%82%BF%E3%82%A4%E3%83%A0%E3%81%AE%E7%89%A9%E4%BD%93%E6%A4%9C%E7%9F%A5%E3%81%8C%E5%8F%AF%E8%83%BD%E3%81%AB%E3%81%AA%E3%82%8B\"><\/span>YOLO\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u5b66\u7fd2\u3057\u305fAI\u3068OpenCV\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u7269\u4f53\u691c\u77e5\u304c\u53ef\u80fd\u306b\u306a\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30ab\u30e1\u30e9\u306b\u6620\u3063\u305f\u753b\u50cf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u7269\u4f53\u691c\u77e5\u3059\u308b\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u5b9f\u969b\u306b\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">import glob\r\nimport shutil\r\n\r\nimport torch\r\nimport cv2\r\n\r\ndef detect_img(model, image):\r\n    # \u63a8\u8ad6\u306e\u5b9f\u884c\r\n    model.conf = 0.6  # confidence threshold (0-1)\r\n    results = model(image)\r\n\r\n    # \u7d50\u679c\u3092\u8fd4\u3059\r\n    return results\r\n\r\nif __name__ == '__main__':\r\n    weights_dir = \"weights\/best.pt\"\r\n    model = torch.hub.load('yolov5', 'custom', path=weights_dir, source='local')\r\n\r\n    capture = cv2.VideoCapture(0)\r\n\r\n    while (True):\r\n        ret, frame = capture.read()\r\n        if ret:\r\n\r\n            # \u4f4d\u7f6e\u691c\u51fa\r\n            # frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\r\n            results = detect_img(model, frame)\r\n            # \u7d50\u679c\u4fdd\u5b58\r\n            results.save(save_dir=\"result\")\r\n            # \u7d50\u679c\u8aad\u307f\u8fbc\u307f\r\n            img = cv2.cvtColor(cv2.imread(\"result\/image0.jpg\"), cv2.COLOR_BGR2RGB)\r\n            shutil.rmtree(\"result\")\r\n            # \u7d50\u679c\u8868\u793a\r\n            results.print()\r\n            cv2.imshow('camera', img)\r\n            if cv2.waitKey(1) &amp; 0xFF == ord('q'):\r\n                break\r\n\r\n    capture.release()\r\n    cv2.destroyAllWindows()\r\n\r\n<\/pre>\n<p>weights\/best.pt\u306fYOLO\u306eAI\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"q7hSPAYdbC\"><p><a href=\"https:\/\/www.tetsumag.com\/2023\/02\/08\/309\/\">\u3010YOLOv5\u3011\u7269\u4f53\u691c\u51fa\u306e\u7cbe\u5ea6\u3068\u5b66\u7fd2\u7d50\u679c\uff4dAP\u306e\u8aad\u307f\u65b9\u306b\u3064\u3044\u3066<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010YOLOv5\u3011\u7269\u4f53\u691c\u51fa\u306e\u7cbe\u5ea6\u3068\u5b66\u7fd2\u7d50\u679c\uff4dAP\u306e\u8aad\u307f\u65b9\u306b\u3064\u3044\u3066&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2023\/02\/08\/309\/embed\/#?secret=YLTl1YTnaA#?secret=q7hSPAYdbC\" data-secret=\"q7hSPAYdbC\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<p>\u5b66\u7fd2\u3055\u305b\u305fAI\u3092OpenCV\u3067\u53d6\u5f97\u3059\u308b\u753b\u50cf\u3067\u63a8\u8ad6\u3055\u305b\u3001\u7d50\u679c\u3092\u51fa\u529b\u3059\u308c\u3070\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u7269\u4f53\u691c\u77e5\u3059\u308bAI\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306fgithub\u3067\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/github.com\/itoiyoshihiko\/ObjectDetectionCourseLocal\" target=\"_blank\" rel=\"noopener\">github itoiyoshihiko\/ObjectDetectionCourseLocal<\/a><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"oYcXzxfIuG\"><p><a href=\"https:\/\/www.tetsumag.com\/2023\/03\/04\/314\/\">\u3010GitHub\u3011Git\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u306b\u3064\u3044\u3066\u89e3\u8aac<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010GitHub\u3011Git\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u306b\u3064\u3044\u3066\u89e3\u8aac&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2023\/03\/04\/314\/embed\/#?secret=z1RaURKHUi#?secret=oYcXzxfIuG\" data-secret=\"oYcXzxfIuG\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<h3><span class=\"ez-toc-section\" id=\"if_name_main_%E3%81%AE%E6%84%8F%E5%91%B3_%E4%BB%96%E3%81%AE%E3%83%95%E3%82%A1%E3%82%A4%E3%83%AB%E3%81%8B%E3%82%89%E8%AA%AD%E3%81%BF%E8%BE%BC%E3%81%BE%E3%82%8C%E3%81%9F%E6%99%82%E3%81%AF%E5%87%A6%E7%90%86%E3%81%AF%E5%AE%9F%E8%A1%8C%E3%81%95%E3%82%8C%E3%81%AA%E3%81%84\"><\/span>if __name__ == &#8216;__main__&#8217;:\u306e\u610f\u5473 \u4ed6\u306e\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8aad\u307f\u8fbc\u307e\u308c\u305f\u6642\u306f\u51e6\u7406\u306f\u5b9f\u884c\u3055\u308c\u306a\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e0a\u8a18\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306eif __name__ == &#8216;__main__&#8217;:\u306fpython\u3092\u5b66\u3073\u59cb\u3081\u305f\u521d\u5b66\u8005\u306f\u5fc5\u305a\u632b\u6298\u3059\u308b\u30dd\u30a4\u30f3\u30c8\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>if __name__ == &#8216;__main__&#8217;:\u4ee5\u4e0b\u306b\u66f8\u304b\u308c\u305f\u30b3\u30fc\u30c9\u306f\u3001Terminal\u3067\u5b9f\u884c\u3055\u308c\u305f\u5834\u5408\u306e\u307f\u306b\u51e6\u7406\u3055\u308c\u307e\u3059\u3002<\/p>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u30dd\u30a4\u30f3\u30c8<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u4ed6\u306e\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8aad\u307f\u8fbc\u307e\u308c\u305f\u6642(import\u3055\u308c\u305f\u6642)\u306f\u51e6\u7406\u306f\u5b9f\u884c\u3055\u308c\u306a\u3044<\/p>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E5%BB%BA%E8%A8%AD%E6%A5%AD%E7%95%8C%E3%81%A7%E3%81%AF%E4%BA%BA%E3%81%AE%E6%A4%9C%E7%9F%A5%E5%AE%89%E5%85%A8%E3%81%AB%E3%81%A4%E3%81%AA%E3%81%8C%E3%82%8B\"><\/span>\u5efa\u8a2d\u696d\u754c\u3067\u306f\u4eba\u306e\u691c\u77e5=\u5b89\u5168\u306b\u3064\u306a\u304c\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2022\/09\/818a1857570aa508b720cc30bc0c15f7-1.jpg\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2022\/09\/818a1857570aa508b720cc30bc0c15f7-1-1024x576.jpg\" alt=\"\" width=\"1024\" height=\"576\" class=\"aligncenter size-large wp-image-12025\" 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