{"id":6613,"date":"2025-05-15T16:39:17","date_gmt":"2025-05-15T07:39:17","guid":{"rendered":"https:\/\/blog.smartlight.co.jp\/?p=6613"},"modified":"2025-05-15T16:39:18","modified_gmt":"2025-05-15T07:39:18","slug":"%e7%94%bb%e5%83%8f%e8%aa%8d%e8%ad%98ai%e3%81%ae%e3%83%a2%e3%83%87%e3%83%ab%e4%bd%9c%e6%88%90","status":"publish","type":"post","link":"https:\/\/blog.smartlight.co.jp\/?p=6613","title":{"rendered":"\u753b\u50cf\u8a8d\u8b58AI\u306e\u30e2\u30c7\u30eb\u4f5c\u6210"},"content":{"rendered":"\n<p>\u4eca\u56de\u306f\u753b\u50cf\u8a8d\u8b58AI\u306e\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u3066\u3001\u6620\u50cf\u4e0a\u3067\u8b58\u5225\u3055\u305b\u308b\u3068\u3044\u3046\u3082\u306e\u3092\u4f5c\u3063\u3066\u3044\u304d\u307e\u3059\u3002<br>\uff08\uff0aPython\u3067\u4eba\u7269\u306e\u8a8d\u8b58\u304c\u3067\u304d\u308b\u30b3\u30fc\u30c9\u304c\u3067\u304d\u3066\u3044\u308b\u524d\u63d0\u3067\u66f8\u3044\u3066\u3044\u304d\u307e\u3059\uff09<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI\u3067\u306e\u30e2\u30c7\u30eb\u4f5c\u6210<\/h2>\n\n\n\n<p>Ultralytics YOLOv8 \u306f\u3001\u3042\u306a\u305f\u81ea\u8eab\u306e\u30c7\u30fc\u30bf\u3067\u300c\u65b0\u3057\u3044\u7269\u4f53\u30af\u30e9\u30b9\u300d\u3092\u5b66\u7fd2\u3067\u304d\u308b\u305d\u3046\u306a\u306e\u3067\u307e\u305a\u306f\u65b0\u3057\u3044\u7269\u4f53\u30af\u30e9\u30b9\u3092\u4f5c\u6210\u3057\u3066\u3044\u304d\u307e\u3059\u3002<br>\u69d8\u3005\u306a\u30c4\u30fc\u30eb\u304c\u3042\u308b\u305d\u3046\u3067\u3059\u304c\u4eca\u56de\u306f<strong>Roboflow<\/strong>\u3068\u3044\u3046\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u65b0\u3057\u3044\u7269\u4f53\u30af\u30e9\u30b9\u306e\u4f5c\u6210\u3092\u3057\u307e\u3057\u305f\u3002<br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Roboflow<\/h2>\n\n\n\n<p><strong>Roboflow\u30da\u30fc\u30b8\u2193<\/strong><br><a href=\"https:\/\/roboflow.com\/\">https:\/\/roboflow.com\/<\/a><br>Youtube\u306a\u3069\u3067<strong>\u300croboflow\u300d<\/strong>\u3068\u691c\u7d22\u3059\u308b\u3068\u308f\u304b\u308a\u3084\u3059\u3044\u52d5\u753b\u306a\u3069\u3082\u51fa\u3066\u304d\u307e\u3059\u304c\u3001\u3053\u3061\u3089\u3067\u3082\u4e00\u5fdc\u624b\u9806\u3092\u66f8\u3044\u3066\u3044\u304d\u307e\u3059\u3002<br>\u521d\u3081\u306b\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3092\u884c\u3063\u3066\u3044\u304d\u307e\u3059\u3002\u4f5c\u6210\u3059\u308b\u304b\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u306a\u3069\u3067\u30ed\u30b0\u30a4\u30f3\u3082\u3067\u304d\u307e\u3059\u3002<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"558\" height=\"547\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-53.png\" alt=\"\" class=\"wp-image-6614\" style=\"width:290px;height:auto\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"527\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-05-14-173701-1024x527.png\" alt=\"\" class=\"wp-image-6615\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-05-14-173701-1024x527.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-05-14-173701-300x154.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-05-14-173701-768x395.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-05-14-173701-1536x790.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-05-14-173701.png 1918w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-05-14-173701-1024x527.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u521d\u3081\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u8a2d\u5b9a\u304c\u7d42\u308f\u308b\u3068<strong>Workspace<\/strong>\u3092\u4f5c\u6210\u3059\u308b\u4e0a\u8a18\u306e\u3088\u3046\u306a\u753b\u9762\u306b\u306a\u308b\u306e\u3067\u597d\u304d\u306a\u540d\u524d\u3092\u8a2d\u5b9a\u3057\u30662\u3064\u306e\u30d7\u30e9\u30f3\u306e<strong>Growth\u30d7\u30e9\u30f3<\/strong>\u3092\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002<br>\u8d64\u67a0\u306eGrowth\u30d7\u30e9\u30f3\u306f14\u65e5\u9593\u306e\u307f\u306e\u7121\u6599\u30d7\u30e9\u30f3\u3067\u3059\u304c\u4eca\u56de\u4f7f\u3063\u3066\u3044\u308bYOLO\u3067\u306e\u5229\u7528\u306e\u305f\u3081\u306b\u3053\u3061\u3089\u3092\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002\u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u306e\u767b\u9332\u306f\u5fc5\u8981\u306a\u3044\u305f\u308114\u65e5\u904e\u304e\u3066\u3044\u3064\u306e\u9593\u306b\u304b\u6599\u91d1\u304c\u767a\u751f\u3057\u3066\u3044\u305f\u306a\u3069\u306e\u5fc3\u914d\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br>\u9752\u67a0\u306ePublic\u30d7\u30e9\u30f3\u306e\u6982\u8981\u3068\u3057\u3066\u306f\u3001\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u753b\u50cf\u30c7\u30fc\u30bf\u3084\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3057\u305f\u30c7\u30fc\u30bf\u304cRoboflow\u3000Universe\u3068\u3044\u3046\u30b0\u30ed\u30fc\u30d0\u30eb\u74b0\u5883\u306b\u516c\u958b\u3055\u308c\u308b\u3068\u3044\u3046\u3082\u306e\u3067\u3059<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"532\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-54-1024x532.png\" alt=\"\" class=\"wp-image-6617\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-54-1024x532.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-54-300x156.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-54-768x399.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-54-1536x798.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-54.png 1912w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-54-1024x532.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Workspace<\/strong>\u306e\u4f5c\u6210\u3092\u7d42\u308f\u3089\u305b\u308b\u3068\u4e0a\u8a18\u306e\u3088\u3046\u306a\u753b\u9762\u306b\u306a\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u3053\u306e\u753b\u9762\u306b\u306a\u3063\u305f\u3089\u5de6\u306eProject\u3092\u9078\u629e\u3057\u3066<strong>\u300cNew Project\u300d<\/strong>\u3067\u65b0\u305f\u306bProject\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"525\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-55-1024x525.png\" alt=\"\" class=\"wp-image-6618\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-55-1024x525.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-55-300x154.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-55-768x393.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-55-1536x787.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-55.png 1919w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-55-1024x525.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u65b0\u305f\u306bProject\u3092\u4f5c\u6210\u3059\u308b\u3068Project\u306e\u540d\u524d\u3068Type\u3092\u6c7a\u3081\u308b\u753b\u9762\u306b\u306a\u308a\u307e\u3059\u3002<br>\u540d\u524d\u306f\u597d\u304d\u306a\u540d\u524d\u306b\u8a2d\u5b9a\u3057\u3066\u3082\u3089\u3063\u3066\u3001Type\u306f\u69d8\u3005\u3042\u308a\u305d\u308c\u305e\u308c\u5b66\u7fd2\u3059\u308b\u3082\u306e\u306b\u3088\u3063\u3066\u5909\u66f4\u3059\u308b\u306e\u3067\u3059\u304c\u4eca\u56de\u306f\u300cObject Detection\u300d\u3092\u9078\u3093\u3067\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br>Annotation Group\u3068\u3044\u3046\u306e\u306f\u8907\u6570\u306eProject\u3092\u30de\u30fc\u30b8\u3059\u308b\u969b\u306b\u5229\u7528\u3059\u308b\u306e\u304c\u3053\u3061\u3089\u3067\u3059\u306e\u3067\u5b66\u7fd2\u3057\u305f\u3044\u7269\u306e\u540d\u524d\u306a\u3069\u306b\u8a2d\u5b9a\u3057\u3066\u304a\u3051\u3070OK\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"546\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-56-1024x546.png\" alt=\"\" class=\"wp-image-6619\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-56-1024x546.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-56-300x160.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-56-768x409.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-56-1536x818.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-56.png 1849w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-56-1024x546.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Project\u4f5c\u6210\u5f8c\u306f\u3053\u306e\u3088\u3046\u306a\u753b\u9762\u306b\u306a\u308b\u306e\u3067Upload Data\u306b<strong>\u753b\u50cf<\/strong>\u3001<strong>\u52d5\u753b<\/strong>\u3001<strong>PDF<\/strong>\u3001<strong>\u5225\u306e\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u305f\u4f5c\u6210\u6e08\u307f\u306e\u30c7\u30fc\u30bf<\/strong>\u3053\u308c\u30894\u3064\u304b\u3089\u5b66\u7fd2\u3055\u305b\u308b\u305f\u3081\u306e<strong>\u7d20\u6750\u63d0\u4f9b<\/strong>\u3092\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"399\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-57-1024x399.png\" alt=\"\" class=\"wp-image-6620\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-57-1024x399.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-57-300x117.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-57-768x300.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-57-1536x599.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-57.png 1918w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-57-1024x399.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4eca\u56de\u306f\u6c34\u7b52\u3092\u753b\u50cf\u3068\u3057\u3066\u63d0\u4f9b\u3057\u3066\u5b66\u7fd2\u3055\u305b\u3066\u3044\u304d\u307e\u3059\u3002\u5b66\u7fd2\u3055\u305b\u308b\u305f\u3081\u306e\u7d20\u6750\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u3089\u53f3\u4e0a\u306e\u300c<strong>Save and Continue<\/strong>\u300d\u3092\u62bc\u3057\u3066Save\u3092\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"554\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-58-1024x554.png\" alt=\"\" class=\"wp-image-6621\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-58-1024x554.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-58-300x162.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-58-768x415.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-58-1536x831.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-58.png 1843w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-58-1024x554.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u300cSave and Continue\u300d\u3092\u62bc\u3059\u3068\u3053\u306e\u3088\u3046\u306a\u753b\u9762\u306b\u306a\u308b\u3068\u601d\u3044\u307e\u3059\u3001\u53f3\u306e\u30bf\u30d6\u306f\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u30e9\u30d9\u30eb\u4ed8\u3051\u3092\u884c\u3063\u3066\u3044\u304f\u304b\u306e\u9078\u629e\u306b\u306a\u308a\u307e\u3059\u3002\uff08\u753b\u50cf\u306e\u3069\u306e\u90e8\u5206\u3092\u5b66\u7fd2\u3055\u305b\u308b\u304b\u306e\u9078\u629e\u306e\u3088\u3046\u306a\u3082\u306e\uff09\u4eca\u56de\u306f\u771f\u3093\u4e2d\u306e\u300c<strong>Manual Labeling<\/strong>\u300d\u3092\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"548\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-59-1024x548.png\" alt=\"\" class=\"wp-image-6622\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-59-1024x548.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-59-300x161.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-59-768x411.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-59-1536x822.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-59.png 1846w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-59-1024x548.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u300cManual Labeling\u300d\u3092\u9078\u629e\u3059\u308b\u3068\u3001\u6b21\u306fAnnotation\u3059\u308b\u753b\u9762\u306b\u306a\u308a\u307e\u3059\u3002<br>\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u753b\u50cf\u3092\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u300c<strong>Start Annotating<\/strong>\u300d\u3092\u62bc\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"524\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-60-1024x524.png\" alt=\"\" class=\"wp-image-6623\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-60-1024x524.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-60-300x154.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-60-768x393.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-60-1536x786.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-60.png 1918w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-60-1024x524.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-ad2f72ca wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"258\" height=\"156\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-61.png\" alt=\"\" class=\"wp-image-6624\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"263\" height=\"161\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-62.png\" alt=\"\" class=\"wp-image-6625\"\/><\/figure>\n<\/div>\n\n\n\n<p>\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u65b9\u6cd5\u306f\u69d8\u3005\u3042\u308b\u306e\u3067\u3059\u304c\u3001\u4eca\u56de\u306f\u53f3\u306e\u30bf\u30d6\u306e\u4e0a\u304b\u3089\u4e8c\u756a\u76ee\u3001\u4e09\u756a\u76ee\u306e\u307f\u3092\u4f7f\u3063\u3066\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"530\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-63-1024x530.png\" alt=\"\" class=\"wp-image-6626\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-63-1024x530.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-63-300x155.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-63-768x398.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-63-1536x796.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-63.png 1913w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-63-1024x530.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3057\u305f\u3044\u7bc4\u56f2\u3092\u6b63\u78ba\u306b\u56f2\u3046\u3068\u30dd\u30c3\u30d7\u30a2\u30c3\u30d7\u304c\u51fa\u3066\u304f\u308b\u306e\u3067\u30e9\u30d9\u30eb\u306e\u540d\u524d\u3092\u8a2d\u5b9a\u3057\u3066Save\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"359\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-65-1024x359.png\" alt=\"\" class=\"wp-image-6628\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-65-1024x359.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-65-300x105.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-65-768x269.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-65.png 1246w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-65-1024x359.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u3059\u3079\u3066\u306e\u753b\u50cf\u304cUnannotated\u304b\u3089Annotated\u306b\u79fb\u52d5\u3057\u305f\u3089\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306f\u5b8c\u4e86\u3067\u3059\u3002<br>\u6b21\u306b\u30ec\u30d3\u30e5\u30fc\u3092\u3057\u3066\u3082\u3089\u3046\u305f\u3081\u300c<strong>Submit For Review<\/strong>\u300d\u3092\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"542\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-66-1024x542.png\" alt=\"\" class=\"wp-image-6629\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-66-1024x542.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-66-300x159.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-66-768x407.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-66-1536x813.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-66.png 1845w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-66-1024x542.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u3059\u308b\u3068\u3053\u306e\u3088\u3046\u306a\u753b\u9762\u306b\u306a\u308a\u3001\u300cReview\u300d\u306e\u65b9\u306b\u5148\u307b\u3069\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3057\u305f\u753b\u50cf\u306a\u3069\u304c\u5165\u3063\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u300cLabeler\u300d\u3068\u300cReviewer\u300d\u304c\u9055\u3063\u305f\u5834\u5408\u81ea\u8eab\u306e\u753b\u9762\u306b\u306f\u8868\u793a\u3055\u308c\u306a\u3044\u306e\u3067\u3059\u304c\u4eca\u56de\u306f\u4f5c\u696d\uff08Label\uff09\u3082\u78ba\u8a8d\uff08Review\uff09\u3082\u81ea\u5206\u81ea\u8eab\u3067\u884c\u3046\u305f\u3081\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1309\" height=\"982\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-67-edited.png\" alt=\"\" class=\"wp-image-6631\" style=\"width:666px;height:auto\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-67-edited.png 1309w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-67-edited-300x225.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-67-edited-1024x768.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-67-edited-768x576.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-67-edited.png 856w\" sizes=\"auto, (max-width: 1309px) 100vw, 1309px\" \/><\/figure>\n\n\n\n<p>\u300cReview\u300d\u3092\u62bc\u3059\u3068\u5148\u7a0b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3057\u305f\u753b\u50cf\u306e\u30ec\u30d3\u30e5\u30fc\u3092\u884c\u3046\u753b\u9762\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"531\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-68-1024x531.png\" alt=\"\" class=\"wp-image-6632\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-68-1024x531.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-68-300x156.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-68-768x399.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-68-1536x797.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-68.png 1919w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-68-1024x531.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u753b\u50cf\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u30ec\u30d3\u30e5\u30fc\u306b\u5165\u308a\u3001<strong>\u300cApprove\u300d\u306f\u25ef<\/strong>\u3001<strong>\u300cReject\u300d\u306f\u2715<\/strong>\u306e\u3088\u3046\u306a\u610f\u5473\u3067\u3059\u3002\u4eca\u56de\u306f\u3059\u3079\u3066\u81ea\u5206\u3067\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3063\u305f\u306e\u3067\u3059\u3079\u3066\u300cApprove\u300d\u3067\u5927\u4e08\u592b\u3067\u3059\u3002<br>\u300cReject\u300d\u3092\u9078\u629e\u3057\u305f\u5834\u5408\u306f\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u4eba\u306b\u753b\u50cf\u304c\u8fd4\u9084\u3055\u308c\u3066\u3082\u3046\u4e00\u5ea6\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3057\u3066\u8cb0\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059<\/p>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-ad2f72ca wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"426\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-69-1024x426.png\" alt=\"\" class=\"wp-image-6633\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-69-1024x426.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-69-300x125.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-69-768x320.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-69.png 1249w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-69-1024x426.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"564\" height=\"985\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-70.png\" alt=\"\" class=\"wp-image-6634\"\/><\/figure>\n<\/div>\n\n\n\n<p>\u300cTo Do\u300d\u304b\u3089\u300cApproved\u300d\u306b\u753b\u50cf\u304c\u79fb\u3063\u3066\u3044\u305f\u3089OK\u3067\u3059\u3001\u300c<strong>Add Approved to Dataset<\/strong>\u300d\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u53f3\u306e\u753b\u50cf\u306e\u3088\u3046\u306a\u30bf\u30d6\u304c\u51fa\u3066\u304f\u308b\u306e\u3067\u305d\u306e\u307e\u307e\u300c<strong>Add images<\/strong>\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u5927\u4e08\u592b\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"549\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-71-1024x549.png\" alt=\"\" class=\"wp-image-6635\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-71-1024x549.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-71-300x161.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-71-768x412.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-71-1536x824.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-71.png 1844w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-71-1024x549.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5b8c\u4e86\u3057\u305f\u3089\u521d\u3081\u306e\u753b\u9762\u306b\u623b\u3063\u3066\u300c<strong>Versions<\/strong>\u300d\u3092\u62bc\u3057\u3066\u3001\u69d8\u3005\u306a\u51e6\u7406\u3084\u3001\u62e1\u5f35\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u304c\u57fa\u672c\u7684\u306b\u306f\u305d\u306e\u307e\u307e\u9032\u3093\u3067\u300c<strong>Create<\/strong>\u300d\u3092\u62bc\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-ad2f72ca wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"548\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-72-1024x548.png\" alt=\"\" class=\"wp-image-6636\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-72-1024x548.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-72-300x161.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-72-768x411.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-72-1536x822.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-72.png 1850w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-72-1024x548.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"793\" height=\"848\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-73.png\" alt=\"\" class=\"wp-image-6637\"\/><\/figure>\n<\/div>\n\n\n\n<p>\u300cCreate\u300d\u5f8c\u306f\u5de6\u306e\u3088\u3046\u306a\u753b\u9762\u306b\u306a\u308b\u306e\u3067\u3001\u4e2d\u592e\u306e\u300c<strong>Custom Train<\/strong>\u300d\u3092\u9078\u629e\u3001\u53f3\u306e\u753b\u9762\u306b\u306a\u3063\u305f\u3089\u69d8\u3005\u306a\u30e2\u30c7\u30eb\u304c\u3042\u308a\u307e\u3059\u304c\u4eca\u56de\u306f\u300c<strong>Roboflow3.0<\/strong>\u300d\u3067\u4f5c\u3063\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"731\" height=\"448\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-74.png\" alt=\"\" class=\"wp-image-6638\"\/><\/figure>\n\n\n\n<p>\u6b21\u306b\u9032\u3080\u3068\u3053\u306e\u3088\u3046\u306a2\u3064\u306e\u9805\u76ee\u304c\u51fa\u308b\u3068\u601d\u3044\u307e\u3059\u3001\u300cFast\u300d\u306f\u63a8\u8ad6\u30b9\u30d4\u30fc\u30c9\u3068\u5b66\u7fd2\u30b9\u30d4\u30fc\u30c9\u304c\u65e9\u3044\u304c\u5c11\u3057\u5236\u5ea6\u304c\u843d\u3061\u3066\u3057\u307e\u3046\u3082\u306e\u3001\u300cAccurate\u300d\u9006\u3067\u63a8\u8ad6\u3001\u5b66\u7fd2\u30b9\u30d4\u30fc\u30c9\u306f\u5c11\u3057\u9045\u3044\u304c\u5236\u5ea6\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3082\u306e\u3067\u3059\u3002\u4eca\u56de\u306f\u6620\u50cf\u4e0a\u306e\u3082\u306e\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u7d20\u65e9\u304f\u51e6\u7406\u3057\u3066\u3044\u304d\u305f\u3044\u306e\u3067\u300cFast\u300d\u306e\u65b9\u3092\u9078\u3093\u3067\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"816\" height=\"925\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-75.png\" alt=\"\" class=\"wp-image-6639\" style=\"width:401px;height:auto\"\/><\/figure>\n\n\n\n<p>\u6b21\u306e\u753b\u9762\u3067\u306f\u300cTrain from Public Checkpoint\u300d\u3092\u9078\u629e\u3057\u3066\u300cStart Training\u300d\u3067\u5b66\u7fd2\u3092\u59cb\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"701\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-76-1024x701.png\" alt=\"\" class=\"wp-image-6640\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-76-1024x701.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-76-300x206.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-76-768x526.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-76.png 1162w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-76-1024x701.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306a\u753b\u9762\u306b\u306a\u3063\u305f\u3089\u5b66\u7fd2\u4e2d\u306a\u306e\u3067\u3057\u3070\u3089\u304f\u6642\u9593\u3092\u7f6e\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"545\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-78-1024x545.png\" alt=\"\" class=\"wp-image-6642\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-78-1024x545.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-78-300x160.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-78-768x409.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-78-1536x818.png 1536w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-78.png 1852w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-78-1024x545.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u3053\u3046\u306a\u308b\u3068\u5b8c\u4e86\u3067\u3059\u3002\u300cTry This Model\u300d\u3067\u3001\u753b\u50cf\u3092\u6295\u7a3f\u3059\u308b\u3068\u3053\u306eVersions\u3067\u306e\u7cbe\u5ea6\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"988\" height=\"520\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-79.png\" alt=\"\" class=\"wp-image-6643\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-79.png 988w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-79-300x158.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-79-768x404.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-79.png 856w\" sizes=\"auto, (max-width: 988px) 100vw, 988px\" \/><\/figure>\n\n\n\n<p>\u7cbe\u5ea6\u304c\u78ba\u8a8d\u3067\u304d\u305f\u3089\u753b\u9762\u4e0a\u90e8\u306e\u300c<strong>Download Dataset<\/strong>\u300d\u3092\u62bc\u3057\u3066Format\u3092\u300c<strong>YOLOv8<\/strong>\u300d\u306b\u5909\u66f4\u3057\u3066zip\u30d5\u30a9\u30eb\u30c0\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304c\u7d42\u308f\u3063\u305f\u3089zip\u30d5\u30a9\u30eb\u30c0\u3092\u81ea\u8eab\u306e\u597d\u304d\u306a\u5834\u6240\u306b\u89e3\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\uff08\u89e3\u51cd\u5834\u6240\u306f\u4eca\u5f8c\u5fc5\u8981\u306b\u306a\u308b\u306e\u3067\u899a\u3048\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\uff09\u89e3\u7b54\u3057\u305f\u30d5\u30a9\u30eb\u30c0\u306e\u4e2d\u306b<strong>data.yaml<\/strong>\u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u304c\u3042\u308b\u306e\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br>\u78ba\u8a8d\u304c\u3067\u304d\u305f\u3089\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u30d1\u30cd\u30eb\u3092\u958b\u3044\u3066<strong>Ultralytics YOLOv8<\/strong> \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304f\u3060\u3055\u3044\uff08\u5fc5\u8981\u306b\u5fdc\u3058\u3066\uff09<\/p>\n\n\n<pre class=\"wp-block-code\"><span><code class=\"hljs\">pip install ultralytics\n<\/code><\/span><\/pre>\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"649\" height=\"361\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-81.png\" alt=\"\" class=\"wp-image-6645\"\/><\/figure>\n\n\n\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089data.yaml\u30d5\u30a1\u30a4\u30eb\u3092\u7de8\u96c6\u3059\u308b\u305f\u3081\u306b\u958b\u3044\u3066\u4e0a\u90e8\u306e<br>\u300ctrain\u300d\u300cval\u300d\u300ctest\u300d\u306e\u30d1\u30b9\u3092\u30d5\u30eb\u30d1\u30b9\u3067\u6307\u5b9a\u3057\u3066\u3042\u3052\u3066\u304f\u3060\u3055\u3044\u3002<br>\u7de8\u96c6\u304c\u5b8c\u4e86\u3057\u305f\u3089\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u30d1\u30cd\u30eb\u306b\u623b\u308a\u3001\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u89e3\u51cd\u3057\u305f\u30d5\u30a9\u30eb\u30c0\u307e\u3067\u79fb\u52d5\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u884c\u3059\u308b\u30d1\u30b9\u3092\u66f8\u304d\u8fbc\u307f\u307e\u3059<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-1\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\">yolo task=detect mode=train model=yolov8n.pt data=<span class=\"hljs-string\">\"C:\/Users\/AI-001\/test2.v2i.yolov8\/data.yaml\"<\/span> epochs=<span class=\"hljs-number\">50<\/span> imgsz=<span class=\"hljs-number\">640<\/span><\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-1\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">JavaScript<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">javascript<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>\u30a8\u30e9\u30fc\u304c\u8d77\u3053\u3089\u306a\u3051\u308c\u3070\u6210\u529f\u3067\u81ea\u52d5\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u958b\u59cb\u3055\u308c\u307e\u3059\u3001\u30a8\u30e9\u30fc\u304c\u3042\u308b\u5834\u5408\u306f\u30d1\u30b9\u306e\u6307\u5b9a\u30df\u30b9\u306e\u5834\u5408\u304c\u591a\u3044\u306e\u3067\u3082\u3046\u4e00\u5ea6\u3088\u304f\u78ba\u8a8d\u3057\u3066\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u7d42\u4e86\u3059\u308b\u3068\u30d5\u30a9\u30eb\u30c0\u306e\u4e2d\u306b\u300cruns\u300d\u30d5\u30a9\u30eb\u30c0\u304c\u4f5c\u6210\u3055\u308c\u3001\u305d\u306e\u4e2d\u306b<strong>best.pt<\/strong>\u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u304c\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u306e<strong>best.pt<\/strong>\u3068\u3044\u3046\u306e\u304c\u5b66\u7fd2\u6e08\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u3067\u304d\u305f\u3089\u5f8c\u306fYOLO\u6a5f\u80fd\u5b9f\u88c5\u6e08\u307f\u306e\u30b3\u30fc\u30c9\u306b\u5b66\u7fd2\u6e08\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u307e\u305b\u308b\u3060\u3051\u3067\u3059\u3002<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-2\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\">model = YOLO(<span class=\"hljs-string\">\"C:\/Users\/AI-001\/test2.v2i.yolov8\/runs\/detect\/train\/weights\/best.pt\"<\/span>)\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-2\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">JavaScript<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">javascript<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"617\" src=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-82-1024x617.png\" alt=\"\" class=\"wp-image-6646\" srcset=\"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-82-1024x617.png 1024w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-82-300x181.png 300w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-82-768x463.png 768w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-82.png 1183w, https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/image-82-1024x617.png 856w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u5143\u306b\u8b58\u5225\u3055\u308c\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u521d\u3081\u3066\u6a5f\u68b0\u5b66\u7fd2\u306b\u89e6\u308c\u305f\u304cRoboflow\u306f\u308f\u304b\u308a\u3084\u3059\u3044\u52d5\u753b\u306a\u3069\u3082\u3042\u308a\u3001\u304b\u306a\u308a\u53d6\u3063\u639b\u304b\u308a\u3084\u3059\u304b\u3063\u305f\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eca\u56de\u306f\u753b\u50cf\u8a8d\u8b58AI\u306e\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u3066\u3001\u6620\u50cf\u4e0a\u3067\u8b58\u5225\u3055\u305b\u308b\u3068\u3044\u3046\u3082\u306e\u3092\u4f5c\u3063\u3066\u3044\u304d\u307e\u3059\u3002\uff08\uff0aPython\u3067\u4eba\u7269\u306e\u8a8d\u8b58\u304c\u3067\u304d\u308b\u30b3\u30fc\u30c9\u304c\u3067\u304d\u3066\u3044\u308b\u524d\u63d0\u3067\u66f8\u3044\u3066\u3044\u304d\u307e\u3059\uff09 AI\u3067\u306e\u30e2\u30c7\u30eb\u4f5c\u6210 Ultralytics YOLOv8 <\/p>\n","protected":false},"author":19,"featured_media":6647,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jin_ogp_image_url":"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/thumbnails-ogp-6613.png","_jin_last_featured_id":6647,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[3],"tags":[],"class_list":["post-6613","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-intern"],"jetpack_featured_media_url":"https:\/\/blog.smartlight.co.jp\/wp-content\/uploads\/2025\/05\/thumbnails-featured-6613.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/blog.smartlight.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/6613","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.smartlight.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.smartlight.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.smartlight.co.jp\/index.php?rest_route=\/wp\/v2\/users\/19"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.smartlight.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6613"}],"version-history":[{"count":2,"href":"https:\/\/blog.smartlight.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/6613\/revisions"}],"predecessor-version":[{"id":6649,"href":"https:\/\/blog.smartlight.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/6613\/revisions\/6649"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.smartlight.co.jp\/index.php?rest_route=\/wp\/v2\/media\/6647"}],"wp:attachment":[{"href":"https:\/\/blog.smartlight.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6613"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.smartlight.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6613"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.smartlight.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6613"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}