{"id":10745,"date":"2022-09-28T15:26:36","date_gmt":"2022-09-28T06:26:36","guid":{"rendered":"https:\/\/tetsumag.com\/?p=10745"},"modified":"2026-08-01T13:48:37","modified_gmt":"2026-08-01T04:48:37","slug":"287","status":"publish","type":"post","link":"https:\/\/tetsumag.com\/blog\/2022\/09\/28\/287\/","title":{"rendered":"\u3010YOLO\u3011\u5b66\u7fd2\u6e08\u307f\u306eAI\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u307f\u308b\u3000"},"content":{"rendered":"\n<p>AI\u306f\u3059\u3067\u306b\u591a\u304f\u306e\u3082\u306e\u304c\u958b\u767a\u3055\u308c\u3001\u7121\u6599\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4e2d\u306b\u306f\u4eba\u9593\u306e\u9854\u3092\u691c\u77e5\u3059\u308b\u3082\u306e\u3082\u3042\u308a\u3001\u4ee3\u8868\u7684\u306a\u3082\u306e\u304cYOLO\u3068\u3044\u3046\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308c\u3070\u3001\u4eba\u9593\u304c\u5371\u967a\u306a\u5834\u6240\u306b\u7acb\u3061\u5165\u3063\u305f\u969b\u306b\u30a2\u30e9\u30fc\u30e0\u304c\u9cf4\u3063\u3066\u8b66\u544a\u3057\u3066\u304f\u308c\u308b\u7b49\u306e\u7c21\u5358\u306aAI\u306f\u5b9f\u88c5\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>\u30ab\u30e1\u30e9\u3068\u30d1\u30bd\u30b3\u30f3\u3092\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u63a5\u7d9a\u3059\u308c\u3070\u3053\u306e\u3088\u3046\u306aAI\u3092\u5b9f\u88c5\u3067\u304d\u308b\u306e\u3067\u3059\u304b\u3089\u3001\u975e\u5e38\u306b\u4fbf\u5229\u306a\u4e16\u306e\u4e2d\u3067\u3059\u306d\u3002<\/p>\n<p>\u4e2d\u5c0f\u4f01\u696d\u306b\u3068\u3063\u3066\u306f\u4eba\u9593\u7b49\u306e\u691c\u77e5\u3088\u308a\u3082\u3082\u3063\u3068\u5177\u4f53\u7684\u306a\u5546\u54c1(\u4f8b\u3048\u3070\u9244\u7b4b)\u306e\u691c\u77e5\u304c\u5fc5\u8981\u3067\u3059\u304b\u3089\u3001\u5b66\u7fd2\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3048\u3070\u4f55\u3067\u3082\u691c\u77e5\u3067\u304d\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u4e00\u822c\u7684\u306a\u958b\u767a\u624b\u9806\u306f\u540c\u3058\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001YOLO\u306e\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u753b\u50cf\u306b\u4f55\u304c\u6620\u3063\u3066\u3044\u308b\u306e\u304b\u63a8\u8ad6\u3057\u3066\u3082\u3089\u3046\u52d5\u4f5c\u624b\u9806\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"O2gO7vIUQ5\"><p><a href=\"https:\/\/www.tetsumag.com\/2023\/03\/11\/317\/\">\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<\/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;\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&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2023\/03\/11\/317\/embed\/#?secret=C0gGSuTUEK#?secret=O2gO7vIUQ5\" data-secret=\"O2gO7vIUQ5\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_38 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" style=\"display: none;\"><label for=\"item\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;\"><svg style=\"fill: #444444;color:#444444\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #444444;color:#444444\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" 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V5\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/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\/2022\/09\/28\/287\/#%E6%A4%9C%E5%87%BA%E3%81%97%E3%81%A6%E3%81%8F%E3%82%8C%E3%82%8B%E8%A6%81%E7%B4%A0%E3%82%92%E7%A2%BA%E8%AA%8D%E3%81%99%E3%82%8B\" title=\"\u691c\u51fa\u3057\u3066\u304f\u308c\u308b\u8981\u7d20\u3092\u78ba\u8a8d\u3059\u308b\">\u691c\u51fa\u3057\u3066\u304f\u308c\u308b\u8981\u7d20\u3092\u78ba\u8a8d\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\/2022\/09\/28\/287\/#%E7%94%BB%E5%83%8F%E3%81%AE%E6%BA%96%E5%82%99\" title=\"\u753b\u50cf\u306e\u6e96\u5099\">\u753b\u50cf\u306e\u6e96\u5099<\/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\/2022\/09\/28\/287\/#%E7%94%BB%E5%83%8F%E3%81%AE%E3%82%B3%E3%83%BC%E3%83%89\" title=\"\u753b\u50cf\u306e\u30b3\u30fc\u30c9\">\u753b\u50cf\u306e\u30b3\u30fc\u30c9<\/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\/2022\/09\/28\/287\/#%E6%8E%A8%E8%AB%96%E3%82%92%E5%AE%9F%E8%A1%8C%E3%81%99%E3%82%8B\" title=\"\u63a8\u8ad6\u3092\u5b9f\u884c\u3059\u308b\">\u63a8\u8ad6\u3092\u5b9f\u884c\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-7\" href=\"https:\/\/tetsumag.com\/blog\/2022\/09\/28\/287\/#%E6%8E%A8%E8%AB%96%E7%B5%90%E6%9E%9C%E3%82%92%E7%A2%BA%E8%AA%8D%E3%81%99%E3%82%8B\" title=\"\u63a8\u8ad6\u7d50\u679c\u3092\u78ba\u8a8d\u3059\u308b\">\u63a8\u8ad6\u7d50\u679c\u3092\u78ba\u8a8d\u3059\u308b<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/tetsumag.com\/blog\/2022\/09\/28\/287\/#%E6%8E%A8%E8%AB%96%E7%B5%90%E6%9E%9C%E3%82%92%E4%BF%9D%E5%AD%98%E3%81%99%E3%82%8B\" title=\"\u63a8\u8ad6\u7d50\u679c\u3092\u4fdd\u5b58\u3059\u308b\">\u63a8\u8ad6\u7d50\u679c\u3092\u4fdd\u5b58\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/tetsumag.com\/blog\/2022\/09\/28\/287\/#pltshow%E3%81%A7%E7%B5%90%E6%9E%9C%E3%82%92%E8%A1%A8%E7%A4%BA\" title=\"plt.show()\u3067\u7d50\u679c\u3092\u8868\u793a\">plt.show()\u3067\u7d50\u679c\u3092\u8868\u793a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/tetsumag.com\/blog\/2022\/09\/28\/287\/#UserWarning_Matplotlib_is_currently_using_agg_which_is_a_non-GUI_backend_so_cannot_show_the_figurepltshow\" title=\"UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.plt.show()\">UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.plt.show()<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/tetsumag.com\/blog\/2022\/09\/28\/287\/#%E7%B5%90%E6%9E%9C%E3%82%92%E8%A1%A8%E5%BD%A2%E5%BC%8F%E3%81%A7%E5%87%BA%E5%8A%9B%E3%81%99%E3%82%8B\" title=\"\u7d50\u679c\u3092\u8868\u5f62\u5f0f\u3067\u51fa\u529b\u3059\u308b\">\u7d50\u679c\u3092\u8868\u5f62\u5f0f\u3067\u51fa\u529b\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-12\" href=\"https:\/\/tetsumag.com\/blog\/2022\/09\/28\/287\/#%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=\"YOLO_V5%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6\"><\/span>YOLO V5\u306b\u3064\u3044\u3066<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a href=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2022\/09\/splash_readme.png\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2022\/09\/splash_readme-1024x576.png\" alt=\"\" width=\"1024\" height=\"576\" class=\"aligncenter size-large wp-image-10747\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/splash_readme-1024x576.png 1024w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/splash_readme-300x169.png 300w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/splash_readme-768x432.png 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/splash_readme-1536x864.png 1536w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/splash_readme-1320x743.png 1320w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/splash_readme-600x338.png 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/splash_readme.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><br \/>\n\u300cYOLO V5\u300d\u306f\u7269\u4f53\u306e\u4f4d\u7f6e\u3068\u7a2e\u985e\u3092\u691c\u51fa\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<\/p>\n<p><a href=\"href=\" https:=\"\" github=\"\" com=\"\" ultralytics=\"\" yolov5=\"\" target=\"_blank\" rel=\"noopener\">YOLOv5 GitHub<\/a><\/p>\n<p>\u3053\u306eAI\u3092\u4f7f\u3048\u3070\u5199\u771f\u306b\u5199\u3063\u3066\u3044\u308b\u8981\u7d20\u306f\u4f55\u306a\u306e\u304b\uff1f\u305d\u306e\u8981\u7d20\u306e\u4f4d\u7f6e\u306f\u3069\u3053\u304b\uff1f\u3092\u6559\u3048\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2022\/09\/818a1857570aa508b720cc30bc0c15f7.jpg\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2022\/09\/818a1857570aa508b720cc30bc0c15f7-231x300.jpg\" alt=\"\" width=\"231\" height=\"300\" class=\"aligncenter size-medium wp-image-10748\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/818a1857570aa508b720cc30bc0c15f7-231x300.jpg 231w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/818a1857570aa508b720cc30bc0c15f7-600x781.jpg 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/818a1857570aa508b720cc30bc0c15f7.jpg 697w\" sizes=\"(max-width: 231px) 100vw, 231px\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"YOLO_V5%E3%81%AE%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\"><\/span>YOLO V5\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>YOLO V5\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">import torch\r\n\r\n# Torch Hub\u304b\u3089YOLO V5\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\r\nmodel = torch.hub.load('ultralytics\/yolov5', 'yolov5s', pretrained=True)\r\n\r\n<\/pre>\n<blockquote class=\"wp-embedded-content\" data-secret=\"4MTzpp7QRz\"><p><a href=\"https:\/\/www.tetsumag.com\/2023\/03\/04\/314\/\">\u3010github\u3011git\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\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;\u3010github\u3011git\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u3064\u3044\u3066&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2023\/03\/04\/314\/embed\/#?secret=KZS22WSPYh#?secret=4MTzpp7QRz\" data-secret=\"4MTzpp7QRz\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%A4%9C%E5%87%BA%E3%81%97%E3%81%A6%E3%81%8F%E3%82%8C%E3%82%8B%E8%A6%81%E7%B4%A0%E3%82%92%E7%A2%BA%E8%AA%8D%E3%81%99%E3%82%8B\"><\/span>\u691c\u51fa\u3057\u3066\u304f\u308c\u308b\u8981\u7d20\u3092\u78ba\u8a8d\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u3053\u306e\u30e2\u30c7\u30eb\u3067\u691c\u51fa\u3057\u3066\u304f\u308c\u308b\u8981\u7d20\u306e\u7a2e\u985e\u3092\u78ba\u8a8d\u3057\u307e\u3059<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">for key in model.names:\r\n  print(model.names[key])\r\n\r\n<\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E7%94%BB%E5%83%8F%E3%81%AE%E6%BA%96%E5%82%99\"><\/span>\u753b\u50cf\u306e\u6e96\u5099<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI\u306b\u691c\u51fa\u3057\u3066\u3082\u3089\u3046\u753b\u50cf\u3092\u6e96\u5099\u3057\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2022\/09\/68747470733a2f2f69746f6973686f756b61692e636f6d2f6f645f636f757273652f332d322d312d696d616765312e6a706567.jpg\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2022\/09\/68747470733a2f2f69746f6973686f756b61692e636f6d2f6f645f636f757273652f332d322d312d696d616765312e6a706567-225x300.jpg\" alt=\"\" width=\"225\" height=\"300\" class=\"aligncenter size-medium wp-image-10752\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/68747470733a2f2f69746f6973686f756b61692e636f6d2f6f645f636f757273652f332d322d312d696d616765312e6a706567-225x300.jpg 225w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/68747470733a2f2f69746f6973686f756b61692e636f6d2f6f645f636f757273652f332d322d312d696d616765312e6a706567-768x1024.jpg 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/68747470733a2f2f69746f6973686f756b61692e636f6d2f6f645f636f757273652f332d322d312d696d616765312e6a706567-600x800.jpg 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/68747470733a2f2f69746f6973686f756b61692e636f6d2f6f645f636f757273652f332d322d312d696d616765312e6a706567.jpg 810w\" sizes=\"(max-width: 225px) 100vw, 225px\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%94%BB%E5%83%8F%E3%81%AE%E3%82%B3%E3%83%BC%E3%83%89\"><\/span>\u753b\u50cf\u306e\u30b3\u30fc\u30c9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">image_url = 'https:\/\/github.com\/ultralytics\/yolov5\/raw\/master\/data\/images\/bus.jpg'\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E6%8E%A8%E8%AB%96%E3%82%92%E5%AE%9F%E8%A1%8C%E3%81%99%E3%82%8B\"><\/span>\u63a8\u8ad6\u3092\u5b9f\u884c\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\"># \u63a8\u8ad6\u306e\u5b9f\u884c\r\nresults = model(image_url)\r\n\r\n<\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E6%8E%A8%E8%AB%96%E7%B5%90%E6%9E%9C%E3%82%92%E7%A2%BA%E8%AA%8D%E3%81%99%E3%82%8B\"><\/span>\u63a8\u8ad6\u7d50\u679c\u3092\u78ba\u8a8d\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u753b\u50cf\u306e\u7528\u610f\u3001\u63a8\u8ad6\u306e\u5b9f\u884c\u304c\u7d42\u308f\u3063\u305f\u3089\u3001\u7d50\u679c\u3092\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%8E%A8%E8%AB%96%E7%B5%90%E6%9E%9C%E3%82%92%E4%BF%9D%E5%AD%98%E3%81%99%E3%82%8B\"><\/span>\u63a8\u8ad6\u7d50\u679c\u3092\u4fdd\u5b58\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">import shutil\r\nimport os\r\nos.chdir(\".\/content\")\r\nif os.path.exists('runs'):\r\n  shutil.rmtree('runs')\r\n# \u7d50\u679c\u4fdd\u5b58\r\nresults.save()\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"pltshow%E3%81%A7%E7%B5%90%E6%9E%9C%E3%82%92%E8%A1%A8%E7%A4%BA\"><\/span>plt.show()\u3067\u7d50\u679c\u3092\u8868\u793a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">import matplotlib.pyplot as plt\r\nimport cv2\r\nimg = cv2.cvtColor(cv2.imread(\"runs\/detect\/exp\/bus.jpg\"), cv2.COLOR_BGR2RGB)\r\nplt.imshow(img)\r\nplt.show()\r\n\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"UserWarning_Matplotlib_is_currently_using_agg_which_is_a_non-GUI_backend_so_cannot_show_the_figurepltshow\"><\/span>UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.plt.show()<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e0a\u8a18\u306e\u30b3\u30fc\u30c9\u3092\u53e9\u304f\u3068\u3001\u4ee5\u4e0b\u306e\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\"><ipython-input-10-1043322c5aa7>:5: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.plt.show()\r\n\r\n<\/ipython-input-10-1043322c5aa7><\/pre>\n<p>\u3053\u306e\u30a8\u30e9\u30fc\u306e\u89e3\u6c7a\u6cd5\u3068\u3057\u3066\u3001\u300ctkinter\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u300d\u3068\u3044\u3046\u306e\u304c\u4e00\u822c\u7684\u306e\u3088\u3046\u3067\u3059\u304c\u3001plt.show()\u306e\u4ee3\u308f\u308a\u306bresults.show()\u3092\u4f7f\u7528\u3059\u308b\u3060\u3051\u3067\u89e3\u6c7a\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">import matplotlib.pyplot as plt\r\nimport cv2\r\nimg = cv2.cvtColor(cv2.imread(\"runs\/detect\/exp\/bus.jpg\"), cv2.COLOR_BGR2RGB)\r\nplt.imshow(img)\r\nresults.show()\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E7%B5%90%E6%9E%9C%E3%82%92%E8%A1%A8%E5%BD%A2%E5%BC%8F%E3%81%A7%E5%87%BA%E5%8A%9B%E3%81%99%E3%82%8B\"><\/span>\u7d50\u679c\u3092\u8868\u5f62\u5f0f\u3067\u51fa\u529b\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">results.pandas().xyxy[0]\r\n\r\n<\/pre>\n<p><a href=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2022\/09\/db7b20b27c07ebcf189691cd4b3ef81f.png\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2022\/09\/db7b20b27c07ebcf189691cd4b3ef81f.png\" alt=\"\" width=\"486\" height=\"176\" class=\"aligncenter size-full wp-image-10756\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/db7b20b27c07ebcf189691cd4b3ef81f.png 486w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/db7b20b27c07ebcf189691cd4b3ef81f-300x109.png 300w\" sizes=\"(max-width: 486px) 100vw, 486px\" \/><\/a><\/p>\n<p>confidence\u306f\u691c\u51fa\u306e\u78ba\u4fe1\u5ea6\u3067\u3042\u308a\u30010~1\u306e\u9593\u30671\u306b\u8fd1\u3044\u307b\u3069\u6a5f\u68b0\u304c\u81ea\u4fe1\u3092\u6301\u3063\u3066\u5224\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<p><a href=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2022\/09\/202303211450.jpg\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2022\/09\/202303211450-1024x576.jpg\" alt=\"\" width=\"1024\" height=\"576\" class=\"aligncenter size-large wp-image-12615\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/202303211450-1024x576.jpg 1024w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/202303211450-768x432.jpg 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/202303211450-600x338.jpg 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/09\/202303211450.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5b66\u7fd2\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308c\u3070\u3001\u4e0a\u8a18\u306e\u7c21\u5358\u306a\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067AI\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u5efa\u8a2d\u696d\u3067\u306f\u5b89\u5168\u5bfe\u7b56\u306b\u30ab\u30e1\u30e9\u3092\u7528\u3044\u305f\u753b\u50cf\u8a8d\u8b58AI\u304c\u4f7f\u7528\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3005\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4eba\u9593\u3092\u691c\u77e5\u3059\u308b\u3060\u3051\u306a\u3089\u3001\u5b66\u7fd2\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3060\u3051\u3067\u5b89\u5168\u5bfe\u7b56\u306e\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"kB4WylVt2D\"><p><a href=\"https:\/\/www.tetsumag.com\/2023\/03\/06\/315\/\">\u3010PyCharm\u3011python\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3010YOLO\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\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\u3011python\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3010YOLO\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3011&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2023\/03\/06\/315\/embed\/#?secret=NzuyNJ8DIu#?secret=kB4WylVt2D\" data-secret=\"kB4WylVt2D\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"65TijQgcJH\"><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=EZYQz3s2DW#?secret=65TijQgcJH\" data-secret=\"65TijQgcJH\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI\u306f\u3059\u3067\u306b\u591a\u304f\u306e\u3082\u306e\u304c\u958b\u767a\u3055\u308c\u3001\u7121\u6599\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u4e2d\u306b\u306f\u4eba\u9593\u306e\u9854\u3092\u691c\u77e5\u3059\u308b\u3082\u306e\u3082\u3042\u308a\u3001\u4ee3\u8868\u7684\u306a\u3082\u306e\u304cYOLO\u3068\u3044\u3046\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u3059\u3002 \u3053\u306e\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308c\u3070\u3001\u4eba\u9593\u304c\u5371\u967a\u306a\u5834\u6240\u306b\u7acb\u3061\u5165\u3063\u305f\u969b\u306b\u30a2\u30e9\u30fc\u30e0\u304c\u9cf4\u3063\u3066\u8b66 &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/tetsumag.com\/blog\/2022\/09\/28\/287\/\"> <span class=\"screen-reader-text\">\u3010YOLO\u3011\u5b66\u7fd2\u6e08\u307f\u306eAI\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u307f\u308b\u3000<\/span> \u3082\u3063\u3068\u8aad\u3080 &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":12025,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"default","ast-global-header-display":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","_themeisle_gutenberg_block_has_review":false},"categories":[127],"tags":[111],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts\/10745"}],"collection":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/comments?post=10745"}],"version-history":[{"count":11,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts\/10745\/revisions"}],"predecessor-version":[{"id":13963,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts\/10745\/revisions\/13963"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/media\/12025"}],"wp:attachment":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/media?parent=10745"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/categories?post=10745"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/tags?post=10745"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}