{"id":17048,"date":"2022-08-23T10:36:00","date_gmt":"2022-08-23T02:36:00","guid":{"rendered":"https:\/\/www.circuspi.com\/?p=17048"},"modified":"2022-08-23T11:35:31","modified_gmt":"2022-08-23T03:35:31","slug":"recomputer-jetson-yolov5-custom-training","status":"publish","type":"post","link":"https:\/\/www.circuspi.com\/index.php\/2022\/08\/23\/recomputer-jetson-yolov5-custom-training\/","title":{"rendered":"reComputer Jetson \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u7565 2 &#8211; \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b"},"content":{"rendered":"\n<p><style>\n\/* ###\u5be6\u9a57\u4e0b\u4e00\u5217### *\/\n\na:link {color:#0695e4\n;}    \/* \u8a2d\u5b9a\u5c1a\u672a\u9ede\u95b1\u904e\u7684\u9023\u7d50\u6a23\u5f0f *\/\na:visited {color:#0695e4\n;} \/* \u8a2d\u5b9a\u904e\u53bb\u66fe\u7d93\u95b1\u904e\u7684\u9023\u7d50 *\/\na:hover {color:#0695e4\n;}   \/* \u8a2d\u5b9a\u6ed1\u9f20\u6e38\u6a19\u6307\u5728\u9023\u7d50\u4f4d\u7f6e\u4e0a\u7684\u6a23\u5f0f *\/\na:active {color:#0000BB;}  \/* \u8a2d\u5b9a\u4e0a\u9ede\u64ca\u904e\u7684\u9023\u7d50\u6a23\u5f0f *\/\n<\/style><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"526\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/1000x526-4.jpg\" alt=\"\" class=\"wp-image-17264\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u524d\u8a00<\/h2>\n\n\n\n<p>\u4e0a\u4e00\u7bc7\u6587\u7ae0\u544a\u8a34\u5927\u5bb6\u5982\u4f55\u5efa\u7f6e <a href=\"https:\/\/pytorch.org\/hub\/ultralytics_yolov5\/\">YOLOv5<\/a> \u7684\u74b0\u5883\u5728 <a href=\"https:\/\/www.icshop.com.tw\/product_list.php?2163\" target=\"_blank\" rel=\"noreferrer noopener\">Jetson Nano<\/a> \u4e0a\uff0c\u4e26\u5728\u6700\u5f8c\u4f7f\u7528\u5b98\u65b9\u63d0\u4f9b\u7684\u6e2c\u8a66\u6a21\u578b\uff0c\u9032\u884c\u63a8\u8ad6\u8207\u6e2c\u8a66\u3002\u4f46\u7562\u7adf\u5b98\u65b9\u63d0\u4f9b\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u9069\u5408\u5927\u5bb6\u4f7f\u7528\u5728\u81ea\u5df1\u7684\u5c08\u6848\u4e0a\uff0c\u6240\u4ee5\u9019\u7bc7\u6587\u7ae0\u5c07\u5e36\u5927\u5bb6\u5f9e\u8490\u96c6\u81ea\u5df1\u7684\u8cc7\u6599\u958b\u59cb\u3002<\/p>\n\n\n\n<p>\u6211\u5011\u6703\u900f\u904e\u9023\u63a5\u5728 <a href=\"https:\/\/www.icshop.com.tw\/product_list.php?2163\" target=\"_blank\" rel=\"noreferrer noopener\">Jetson Nano<\/a>\u4e0a\u9762\u7684<a href=\"https:\/\/www.icshop.com.tw\/product_list.php?header_search=%E7%B6%B2%E8%B7%AF%E6%94%9D%E5%BD%B1%E6%A9%9F\" target=\"_blank\" rel=\"noreferrer noopener\">\u7db2\u8def\u651d\u5f71\u6a5f<\/a>\u4f86\u62cd\u651d\u7167\u7247\uff0c\u63a5\u8457\u4f7f\u7528\u5f37\u5927\u4e14\u65b9\u4fbf\u7684 <a href=\"https:\/\/roboflow.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Roboflow<\/a> \u8f14\u52a9\u6211\u5011\u6a19\u8a18\u8cc7\u6599\uff0c\u4e26\u9032\u4e00\u6b65\u5efa\u7f6e\u81ea\u5df1\u7684\u8cc7\u6599\u96c6\u3002\u6700\u5f8c\u4f7f\u7528 <a href=\"https:\/\/colab.research.google.com\/?utm_source=scs-index\" target=\"_blank\" rel=\"noreferrer noopener\">Google Colab<\/a>\uff0c\u904b\u7528 <a href=\"https:\/\/roboflow.com\/\">Roboflow<\/a> \u532f\u51fa\u81ea\u5df1\u7684\u8cc7\u6599\u96c6\u4f86\u8a13\u7df4 <a href=\"https:\/\/pytorch.org\/hub\/ultralytics_yolov5\/\" target=\"_blank\" rel=\"noreferrer noopener\">YOLOv5<\/a> \u6a21\u578b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u8cc7\u6599\u8490\u96c6<\/h2>\n\n\n\n<p>\u6211\u5011\u5c07\u900f\u904e\u651d\u5f71\u6a5f\u62cd\u651d\u7167\u7247\u4f86\u8490\u96c6\u81ea\u5df1\u7684\u8cc7\u6599\uff0c\u8acb\u5148\u69cb\u601d\u60f3\u8981\u900f\u904e\u7269\u4ef6\u8fa8\u8b58\u4f86\u8fa8\u8b58\u7684\u76ee\u6a19\u3002\u6bd4\u65b9\u8aaa\u7b46\u8005\u6709\u4e00\u500b\u7d05\u863f\u8514\u5e03\u73a9\u5177\uff0c\u6211\u5e0c\u671b\u900f\u904e\u7269\u4ef6\u8fa8\u8b58\u4f86\u8fa8\u8b58\u300c\u7d05\u863f\u8514\u300d\uff0c\u8207\u863f\u8514\u88ab\u62d4\u6389\u5f8c\u7559\u4e0b\u7684\u300c\u5751\u6d1e\u300d\u9019\u5169\u500b\u76ee\u6a19\u3002\u5f85\u6703\u5152\u5c07\u6703\u91dd\u5c0d\u9019\u4e9b\u76ee\u6a19\u62cd\u651d\u76f8\u95dc\u7684\u7167\u7247\uff0c\u4f5c\u70ba\u8a13\u7df4\u8207\u9a57\u8b49\u7684\u8cc7\u6599\u3002<\/p>\n\n\n\n<p>\u9996\u5148\u78ba\u4fdd\u7db2\u8def\u651d\u5f71\u6a5f\u9023\u63a5\u5728 <a href=\"https:\/\/www.icshop.com.tw\/product_list.php?2163\" target=\"_blank\" rel=\"noreferrer noopener\">Jetson Nano<\/a> \u4e0a\uff0c\u63a5\u8457\u958b\u555f\u7d42\u7aef\u6a5f\u4e26\u8f38\u5165\u4e0b\u5217\u6307\u4ee4\u4e26\u6309\u4e0b Enter \u9375\uff1a<\/p>\n\n\n\n<pre>gedit capture.py<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"503\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-1.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17058\"\/><\/figure><\/div>\n\n\n\n<p>\u9019\u500b\u6307\u4ee4\u5c07\u958b\u555f\u6587\u5b57\u7de8\u8f2f\u5668\u300cgedit\u300d\uff0c\u4e26\u65b0\u589e\u4e00\u500b\u6587\u4ef6\u540d\u7a31\u70ba\u300ccapture.py\u300d\uff0c\u63a5\u8457\u5728\u958b\u555f\u7684\u7de8\u8f2f\u5668\u8996\u7a97\u4e2d\u586b\u5165\u4e0b\u65b9\u7a0b\u5f0f\u78bc\u3002<\/p>\n\n\n\n<div style=\"overflow: auto; height: 500px; background-color: #0000;\"><script src=\"https:\/\/gist.github.com\/icchannel\/6a4f07de113992b05c08c9c3535398de.js\"><\/script>\n<\/div>\n\n\n\n<p>\u5f9e\u7db2\u9801\u8907\u88fd\u7a0b\u5f0f\u78bc\uff0c\u96e3\u514d\u6703\u6709\u683c\u5f0f\u8dd1\u6389\u7684\u554f\u984c\uff0c\u8acb\u81ea\u884c\u8abf\u6574\u7e2e\u6392\u3001\u6a19\u9ede\u7b26\u865f\u4ee5\u7b26\u5408 Python \u898f\u7bc4\uff0c\u907f\u514d\u5f8c\u7e8c\u57f7\u884c\u6642\u5831\u932f\u3002\u8abf\u6574\u5b8c\u7562\u5f8c\uff0c\u8acb\u6309\u4e0b\u7de8\u8f2f\u8996\u7a97\u53f3\u4e0a\u89d2\u7684\u5132\u5b58\u6309\u9215\u300cSave\u300d\uff0c\u7136\u5f8c\u95dc\u9589\u8996\u7a97\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"610\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-2.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17059\"\/><\/figure><\/div>\n\n\n\n<p>\u4e0a\u8ff0\u7a0b\u5f0f\u4f7f\u7528 <a href=\"https:\/\/opencv.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">OpenCV<\/a> \u5957\u4ef6\u5e6b\u6211\u5011\u5f9e\u651d\u5f71\u6a5f\u64f7\u53d6\u5f71\u50cf\uff0c\u4e26\u8b80\u53d6\u9375\u76e4\u6307\u4ee4\u5132\u5b58\u62cd\u651d\u756b\u9762\u3002\u73fe\u5728\u8b93\u6211\u5011\u57f7\u884c\u9019\u500b\u7a0b\u5f0f\uff0c\u8acb\u5728\u7d42\u7aef\u6a5f\u4e2d\u8f38\u5165\u4e0b\u65b9\u6307\u4ee4\u4e26\u6309\u4e0b Enter \u9375\uff1a<\/p>\n\n\n\n<pre>python3 capture.py<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"490\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-3.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17060\"\/><\/figure><\/div>\n\n\n\n<p>\u8f38\u5165\u5b8c\u6307\u4ee4\u5f8c\u6703\u8dd1\u51fa\u986f\u793a\u8996\u7a97\uff0c\u4e26\u65b0\u589e\u4e00\u500b\u540d\u70ba\u300cimages\u300d\u7684\u8cc7\u6599\u593e\uff0c\u651d\u5f71\u6a5f\u62cd\u651d\u7684\u756b\u9762\u6703\u986f\u793a\u5728\u8996\u7a97\u4e2d\u3002\u8acb\u5c07\u651d\u5f71\u6a5f\u5c0d\u6e96\u60a8\u8981\u8fa8\u8b58\u7684\u7269\u54c1\uff0c\u53ea\u8981\u6309\u4e0b\u9375\u76e4\u4e0a\u7684\u300c\uff53\u300d\u6309\u9375\uff0c\u5c31\u6703\u5c07\u770b\u5230\u7684\u756b\u9762\u5132\u5b58\u6210\u7167\u7247\uff0c\u756b\u9762\u5de6\u4e0a\u89d2\u6703\u63d0\u793a\u76ee\u524d\u62cd\u651d\u7684\u6578\u91cf\uff0c\u7167\u7247\u5247\u6703\u7d71\u4e00\u5b58\u653e\u5728 images \u8cc7\u6599\u593e\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"602\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-4.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17061\"\/><\/figure><\/div>\n\n\n\n<p>images \u8cc7\u6599\u593e\u7684\u8def\u5f91\u6c92\u610f\u5916\u7684\u8a71\uff0c\u6703\u5728\u300cHome\u300d\u76ee\u9304\u5e95\u4e0b\u3002\u90a3\u5230\u5e95\u8981\u591a\u5c11\u7167\u7247\u624d\u5920\u5462\uff1f\u5c0d\u65bc\u8a13\u7df4\u4f86\u8aaa\uff0c\u7576\u7136\u662f\u8d8a\u591a\u4f8b\u5b50\u8d8a\u597d\u56c9\uff01\u5982\u679c\u4e00\u5b9a\u8981\u6709\u500b\u5177\u9ad4\u7684\u6578\u5b57\uff0c\u7b46\u8005\u4e4b\u524d\u6709\u770b\u904e\u4e00\u7bc7\u6587\u7ae0\uff0c\u4f5c\u8005\u5efa\u8b70\u662f\u81f3\u5c11\u6bcf\u500b\u985e\u5225\u8981\u6709 250 ~ 300 \u591a\u7684\u6a19\u8a3b\u6578\u91cf\uff0c\u624d\u80fd\u8a13\u7df4\u51fa\u4e00\u500b\u76f8\u5c0d\u597d\u7684\u6a21\u578b\uff0c\u4f9b\u5927\u5bb6\u53c3\u8003\u3002\u9019\u908a\u70ba\u4e86\u8caa\u5716\u65b9\u4fbf\uff0c\u7b46\u8005\u53ea\u62cd\u651d\u4e86 50 \u5f35\u7167\u7247\u505a\u793a\u7bc4\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"484\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-5.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17062\"\/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u8cc7\u6599\u6a19\u8a3b<\/h2>\n\n\n\n<p>\u6709\u4e86\u5716\u50cf\u8cc7\u6599\uff0c\u63a5\u8457\u8981\u9032\u884c\u8cc7\u6599\u6a19\u8a3b\uff0c\u900f\u904e\u6846\u9078\u7684\u65b9\u5f0f\u544a\u8a34 AI \u54ea\u4e9b\u662f\u6211\u5011\u7684\u76ee\u6a19\uff0c\u8cc7\u6599\u6a19\u8a3b\u7684\u65b9\u6cd5\u6709\u5f88\u591a\uff0c\u9019\u908a\u4ecb\u7d39\u4e00\u500b\u597d\u7528\u7684\u7db2\u7ad9\u300c<a href=\"https:\/\/roboflow.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Roboflow<\/a>\u300d\uff0c\u9664\u4e86\u6a19\u8a3b\u529f\u80fd\u3001\u64f4\u589e\u8cc7\u6599&#8230;&#8230;\u7b49\uff0c\u9084\u6709\u4e0d\u5c11\u5b8c\u5584\u7684\u529f\u80fd\uff0c\u65b9\u4fbf\u6211\u5011\u7ba1\u7406\u8cc7\u6599\u3002<\/p>\n\n\n\n<p>\u8acb\u958b\u555f\u700f\u89bd\u5668\uff0c\u641c\u5c0b\u300cRoboflow\u300d\uff0c\u4e26\u9032\u5165\u7db2\u7ad9\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"428\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-6.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17063\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. \u8a3b\u518a\u5e33\u865f<\/strong><\/h3>\n\n\n\n<p>\u7db2\u7ad9\u756b\u9762\u5982\u4e0b\uff0c\u8acb\u5927\u5bb6\u81ea\u884c\u9ede\u9078\u756b\u9762\u53f3\u4e0a\u89d2\u7684\u300cSign up\u300d\uff0c\u8a3b\u518a\u81ea\u5df1\u7684\u5e33\u865f\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"511\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-7.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17064\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u8a2d\u7f6e\u5de5\u4f5c\u7a7a\u9593<\/h3>\n\n\n\n<p>\u767b\u5165\u5f8c\uff0c\u7db2\u7ad9\u6703\u5f15\u5c0e\u5927\u5bb6\u5efa\u7f6e workspace\uff0c\u540d\u7a31\u8207\u9078\u9805\u4f9d\u81ea\u5df1\u7684\u559c\u597d\u586b\u5beb\u5373\u53ef\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"477\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-8.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17065\"\/><\/figure><\/div>\n\n\n\n<p>\u63a5\u8457\u4e0b\u500b\u9801\u9762\u6703\u8a62\u554f\uff0c\u662f\u5426\u65b0\u589e\u5354\u4f5c\u8005\u7684 email\uff0c\u6c92\u6709\u7684\u8a71\u9ede\u9078\u53f3\u4e0b\u65b9\u7684\u300cSkip this step\u300d\u5373\u53ef\u3002<\/p>\n\n\n\n<div class=\"wp-block-image aligncenter\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"481\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-9.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17066\"\/><\/figure><\/div>\n\n\n\n<p>\u63a5\u8457\u53ef\u4ee5\u4f9d\u7167\u81ea\u5df1\u7684\u9700\u6c42\u9078\u64c7\u516c\u958b\u6216\u96b1\u85cf(\u9700\u8981\u4ed8\u8cbb)\uff0c\u4e26\u6309\u4e0b\u5275\u5efa\u6309\u9215\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"491\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-10.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17067\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u65b0\u5efa\u5c08\u6848<\/h3>\n\n\n\n<p>\u8a2d\u5b9a\u5b8c\u5de5\u4f5c\u7a7a\u9593\u4e4b\u5f8c\uff0c\u6211\u5011\u5c31\u80fd\u65b0\u589e\u5c08\u6848\uff0c\u8acb\u9ede\u9078\u300cCreate New Project\u300d\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"483\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-11.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17068\"\/><\/figure><\/div>\n\n\n\n<p>\u9801\u9762\u6703\u63d0\u793a\u8981\u5927\u5bb6\u9078\u64c7\u8cc7\u6599\u51fa\u8655\uff0c\u56e0\u70ba\u6211\u5011\u4f7f\u7528\u7684\u662f\u81ea\u5df1\u7684\u8cc7\u6599\uff0c\u6240\u4ee5\u9078\u64c7\u300cUpload Your Own Data\u300d\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"488\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-12.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17069\"\/><\/figure><\/div>\n\n\n\n<p>\u63a5\u8457\u9700\u8981\u5927\u5bb6\u586b\u5beb\u9019\u500b\u5c08\u6848\u7684\u63cf\u8ff0\uff0c\u5c08\u6848\u985e\u578b\u8acb\u9078\u64c7\u300cObject Detection(Bounding Box)\u300d\uff0c\u5176\u9918\u8acb\u81ea\u7531\u586b\u5beb\uff0c\u53ef\u53c3\u8003\u5982\u4e0b\u5716\u6240\u793a\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"495\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-13.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17070\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u4e0a\u50b3\u5716\u7247<\/h3>\n\n\n\n<p>\u63a5\u4e0b\u4f86\u6211\u5011\u8981\u5c07\u62cd\u651d\u597d\u7684\u7167\u7247\u4e0a\u50b3\u5230\u7db2\u7ad9\u4e0a\uff0c\u8acb\u9ede\u9078\u300cSelect Folder\u300d\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"480\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-14.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17071\"\/><\/figure><\/div>\n\n\n\n<p>\u8acb\u627e\u5230\u5132\u5b58\u6211\u5011\u62cd\u651d\u7167\u7247\u7684\u300cimages\u300d\u8cc7\u6599\u593e\uff0c\u4e26\u9ede\u9078\u300cUpload\u300d\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"492\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-15.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17072\"\/><\/figure><\/div>\n\n\n\n<p>\u7db2\u7ad9\u9019\u908a\u9084\u6703\u518d\u6b21\u8df3\u51fa\u78ba\u8a8d\u8996\u7a97\uff0c\u540c\u6a23\u6309\u4e0b\u300cUpload\u300d\u4e0a\u50b3\u6211\u5011\u7684\u7167\u7247\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"486\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-16.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17073\"\/><\/figure><\/div>\n\n\n\n<p>Roboflow \u6703\u5c07\u7167\u7247\u5168\u90fd\u986f\u793a\u5728\u8996\u7a97\u5167\uff0c\u8b93\u4f7f\u7528\u8005\u53ef\u4ee5\u518d\u6b21\u67e5\u770b\u662f\u5426\u8981\u4e0a\u50b3\u9019\u4e9b\u5167\u5bb9\u3002\u82e5\u8cc7\u6599\u6b63\u78ba\u7121\u8aa4\uff0c\u5373\u53ef\u9ede\u9078\u53f3\u4e0a\u89d2\u7684\u300cFinish Uploading\u300d\u5c07\u6240\u6709\u7167\u7247\u532f\u5165\u5c08\u6848\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"485\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-17.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17074\"\/><\/figure><\/div>\n\n\n\n<p>\u7167\u7247\u4e0a\u50b3\u904e\u7a0b\u5982\u4e0b\u5716\u6240\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"486\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-18.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17075\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u6a19\u8a3b\u8cc7\u6599<\/h3>\n\n\n\n<p>\u7167\u7247\u4e0a\u50b3\u5b8c\u7562\u5f8c\uff0c\u9801\u9762\u6703\u63d0\u793a\u8aaa\u662f\u5426\u6a19\u8a3b\u60a8\u7684\u5716\u7247\uff0c\u8acb\u9ede\u9078\u300cAssign Images\u300d\u7e7c\u7e8c\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"482\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-19.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17076\"\/><\/figure><\/div>\n\n\n\n<p>\u63a5\u8457\u9ede\u9078\u4e00\u5f35\u7167\u7247\uff0c\u958b\u59cb\u6a19\u8a3b\u5de5\u4f5c\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"501\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-20.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17077\"\/><\/figure><\/div>\n\n\n\n<p>\u8acb\u4f7f\u7528\u6ed1\u9f20\u9ede\u9078\u53f3\u5074\u5de5\u5177\u4e2d\u7684\u300c\u65b9\u6846\u300d\uff0c\u4e26\u9ede\u9078\u7167\u7247\u4e2d\u8981\u6846\u9078\u7684\u76ee\u6a19\u9644\u8fd1\uff0c\u62d6\u66f3\u6ed1\u9f20\u7e6a\u88fd\u65b9\u6846\u3002\u7e6a\u88fd\u65b9\u6846\u5f8c\u6703\u9700\u8981\u8a2d\u5b9a\u8a72\u65b9\u6846\u4ee3\u8868\u7684\u6a19\u7c64\uff0c\u8acb\u8f38\u5165\u76ee\u6a19\u540d\u7a31\uff0c\u5982\u4e0b\u5716\u6240\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"483\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-21.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17078\"\/><\/figure><\/div>\n\n\n\n<p>\u82e5\u662f\u7b2c\u4e00\u6b21\u4f7f\u7528\uff0c\u9801\u9762\u6703\u6709\u4e00\u4e9b\u63d0\u793a\u6559\u5b78\uff0c\u5927\u5bb6\u53ef\u4ee5\u7167\u8457\u64cd\u4f5c\uff0c\u4f46\u4e5f\u53ef\u4ee5\u5ffd\u8996\u5b83\uff0c\u7e7c\u7e8c\u6a19\u8a3b\u5176\u4ed6\u76ee\u6a19\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"492\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-22.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17079\"\/><\/figure><\/div>\n\n\n\n<p>\u5982\u4e0b\u5716\uff0c\u7b46\u8005\u6a19\u8a3b\u4e86\u7167\u7247\u7576\u4e2d\u6240\u6709\u7684\u7d05\u863f\u8514\u8207\u5751\u6d1e\uff0c\u4e26\u8ce6\u4e88\u4ed6\u5011\u4e0d\u540c\u7684\u6a19\u7c64\u540d\u7a31\uff0c\u53ef\u4ee5\u770b\u5230\u5728 Roboflow \u4e2d\uff0c\u4e0d\u540c\u7684\u6a19\u7c64\u6703\u6709\u4e0d\u540c\u7684\u984f\u8272\u5340\u5206\u3002\u8acb\u5927\u5bb6\u4f9d\u5e8f\u6a19\u8a3b\u81ea\u5df1\u6240\u6709\u7684\u7167\u7247\uff0c\u96d6\u7136\u904e\u7a0b\u7e41\u7463\u4e14\u8017\u6642\u9593\uff0c\u4f46\u8cc7\u6599\u6a19\u8a3b\u7684\u6b63\u78ba\u6027\u6703\u5927\u5927\u5f71\u97ff\u6a21\u578b\u7684\u8a13\u7df4\uff0c\u52d9\u5fc5\u6a19\u8a3b\u6b63\u78ba\uff0c\u4e14\u4e0d\u8981\u6709\u904e\u591a\u7684\u80cc\u666f\u88ab\u6846\u6846\u5305\u9032\u53bb\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"481\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-23.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17080\"\/><\/figure><\/div>\n\n\n\n<p>\u5b8c\u6210\u6240\u6709\u7167\u7247\u7684\u6a19\u8a3b\u4e4b\u5f8c\uff0c\u6309\u4e0b\u5de6\u4e0a\u89d2\u7684\u300c\u5de6\u7bad\u982d\u300d\uff0c\u6703\u96e2\u958b\u6a19\u8a3b\u5de5\u4f5c\u3002<\/p>\n\n\n\n<!--nextpage-->\n\n\n\n<p><style>\n\/* ###\u5be6\u9a57\u4e0b\u4e00\u5217### *\/\n\na:link {color:#0695e4\n;}    \/* \u8a2d\u5b9a\u5c1a\u672a\u9ede\u95b1\u904e\u7684\u9023\u7d50\u6a23\u5f0f *\/\na:visited {color:#0695e4\n;} \/* \u8a2d\u5b9a\u904e\u53bb\u66fe\u7d93\u95b1\u904e\u7684\u9023\u7d50 *\/\na:hover {color:#0695e4\n;}   \/* \u8a2d\u5b9a\u6ed1\u9f20\u6e38\u6a19\u6307\u5728\u9023\u7d50\u4f4d\u7f6e\u4e0a\u7684\u6a23\u5f0f *\/\na:active {color:#0000BB;}  \/* \u8a2d\u5b9a\u4e0a\u9ede\u64ca\u904e\u7684\u9023\u7d50\u6a23\u5f0f *\/\n<\/style><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5275\u5efa\u8cc7\u6599\u96c6<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u8a2d\u5b9a\u8cc7\u6599\u96c6<\/h3>\n\n\n\n<p>\u65bc\u5de6\u5074\u6b04\u4f4d\u9ede\u9078\u300cAnnotate\u300d\uff0c\u5728\u53f3\u5074\u756b\u9762\u4e2d\u6703\u986f\u793a\u6a19\u8a3b\u8207\u5c1a\u672a\u6a19\u8a3b\u7684\u8cc7\u8a0a\u3002<\/p>\n\n\n\n<p>\u9ede\u9078\u4e2d\u9593\u540d\u70ba\u300cANNOTATING\u300d\u5df2\u88ab\u6a19\u8a3b\u7684\u7167\u7247\u7fa4\u5340\u584a\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"496\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-24.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17081\"\/><\/figure><\/div>\n\n\n\n<p>\u5728\u6b64\u6aa2\u67e5\u6bcf\u5f35\u7167\u7247\u662f\u5426\u6709\u907a\u6f0f\u6a19\u8a3b\u7684\u90e8\u4efd\uff0c\u78ba\u8a8d\u5b8c\u7562\u5f8c\u8acb\u9ede\u9078\u53f3\u4e0a\u89d2\u7684\u300cAdd images to Dataset\u300d\u6309\u9215\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"487\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-25.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17082\"\/><\/figure><\/div>\n\n\n\n<p>\u8cc7\u6599\u96c6\u7684\u90e8\u4efd\u901a\u5e38\u6703\u5206\u7fa4\u70ba\u300cTrain\u300d\u3001\u300cValid\u300d\u8207\u300cTest\u300d\uff0c\u7528\u65bc\u8a13\u7df4\u6a21\u578b\u8207\u6e2c\u8a66\u6a21\u578b\u4f7f\u7528\u3002\u5f7c\u6b64\u4e4b\u9593\u7684\u6bd4\u4f8b\uff0c\u5927\u5bb6\u53ef\u4ee5\u62d6\u62c9\u5169\u500b\u300c\u7a7a\u5fc3\u7684\u5713\u5708\u300d\u505a\u8abf\u6574\u3002\u8abf\u6574\u5b8c\u7562\u8acb\u9ede\u9078\u300cAdd Images\u300d\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"485\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-26.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17083\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u64f4\u589e\u8cc7\u6599\u96c6<\/h3>\n\n\n\n<p>\u5b8c\u6210\u8cc7\u6599\u7684\u5206\u7fa4\u4e4b\u5f8c\uff0c\u6211\u5011\u53ef\u4ee5\u4f9d\u7167\u73fe\u6709\u7684\u7167\u7247\u505a\u4e00\u4e9b\u8b8a\u5316\uff0c\u64f4\u5145\u7167\u7247\u7684\u6578\u91cf\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e09\u9805\u7684\u300cPreprocessing\u300d\u53ef\u4ee5\u5feb\u901f\u5730\u5e6b\u6211\u5011\u7684\u7167\u7247\u505a\u4e00\u4e9b\u9810\u8655\u7406\uff0c\u4f8b\u5982\u8abf\u6574\u7167\u7247\u7684\u5927\u5c0f\uff0c\u7b46\u8005\u5728\u6b64\u4fdd\u7559\u9810\u8a2d\u503c\uff0c\u4e26\u6309\u4e0b\u300cContinue\u300d\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"492\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-27.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17084\"\/><\/figure><\/div>\n\n\n\n<p>\u7b2c\u56db\u9805\u7684\u300cAugmentation\u300d\u53ef\u4ee5\u5e6b\u52a9\u6211\u5011\u589e\u5f37\u6578\u64da\uff0c\u8acb\u9ede\u9078\u300cAdd Augmentation Step\u300d\uff0c\u9078\u53d6\u6211\u5011\u60f3\u8981\u589e\u5f37\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"491\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-28.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17085\"\/><\/figure><\/div>\n\n\n\n<p>\u756b\u9762\u4e2d\u53ef\u4ee5\u770b\u5230\uff0c\u6709\u4e0d\u5c11\u589e\u5f37\u6211\u5011\u7167\u7247\u7684\u6548\u679c\uff0c\u5927\u5bb6\u53ef\u4ee5\u9ede\u4f86\u770b\u770b\uff0c\u4e26\u9078\u64c7\u662f\u5426\u4f7f\u7528\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"487\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-29.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17086\"\/><\/figure><\/div>\n\n\n\n<p>\u6bd4\u65b9\u8aaa\u6211\u9078\u64c7\u4e86\u300cHue\u300d\uff0c\u53ef\u4ee5\u770b\u5230\u9019\u500b\u6548\u679c\u80fd\u96a8\u6a5f\u8b8a\u63db\u7167\u7247\u7684\u984f\u8272\uff0c\u8b8a\u5316\u7684\u5e45\u5ea6\u4e5f\u80fd\u81ea\u884c\u8abf\u6574\u3002\u82e5\u78ba\u8a8d\u8981\u4f7f\u7528\u8a72\u6548\u679c\uff0c\u53ef\u4ee5\u9ede\u9078\u300cApply\u300d\u6309\u9215\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"487\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-30.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17087\"\/><\/figure><\/div>\n\n\n\n<p class=\"has-text-align-left\">\u4f9d\u7167\u65b9\u624d\u7684\u64cd\u4f5c\uff0c\u7b46\u8005\u5171\u9078\u64c7\u4e86\u4e94\u7a2e\u589e\u5f37\u7684\u6548\u679c\uff0c\u5982\u4e0b\u5716\u6240\u793a\uff0c\u8acb\u6309\u4e0b\u300cContinue\u300d\u6309\u9215\u7e7c\u7e8c\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"490\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-31.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17088\"\/><\/figure><\/div>\n\n\n\n<p class=\"has-text-align-left\">\u6700\u5f8c\u6211\u5011\u53ef\u4ee5\u9078\u64c7\u900f\u904e\u4e0a\u8ff0\u7684\u589e\u5f37\u6548\u679c\u7d44\u5408\uff0c\u6211\u5011\u8981\u64f4\u5145\u5230\u591a\u5c11\u5f35\u7167\u7247\uff0c\u514d\u8cbb\u7684\u7528\u6236\u53ef\u4ee5\u64f4\u5145\u5230\u4e09\u500d\uff0c\u5728\u6b64\u9078\u64c7\u4e09\u500d\u7684\u9078\u9805\u4e26\u6309\u4e0b\u300cGenerate\u300d\u7522\u751f\u589e\u5f37\u5f8c\u7684\u8cc7\u6599\u96c6\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"488\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-32.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17089\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"has-text-align-left wp-block-heading\">3. \u5c0e\u51fa\u8cc7\u6599\u96c6<\/h3>\n\n\n\n<p>\u5b8c\u6210\u8cc7\u6599\u96c6\u7684\u5275\u5efa\u5f8c\uff0c\u6211\u5011\u5c31\u80fd\u532f\u51fa\u8cc7\u6599\u96c6\uff0c\u4ee5\u4fbf\u7528\u65bc\u5f8c\u7e8c\u7684\u8a13\u7df4\u3002<\/p>\n\n\n\n<p>\u8acb\u9ede\u9078\u756b\u9762\u4e2d\u7684\u300cExport\u300d\u6309\u9215\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"489\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-33.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17090\"\/><\/figure><\/div>\n\n\n\n<p>\u4e0d\u540c\u7684\u6a21\u578b\uff0c\u8f38\u5165\u7684\u8cc7\u6599\u683c\u5f0f\u4e5f\u6703\u4e0d\u540c\uff0c\u8acb\u5c0d\u61c9\u8981\u8a13\u7df4\u7684\u6a21\u578b\uff0c\u9078\u64c7\u6b63\u78ba\u7684\u6a21\u578b\u683c\u5f0f\uff0c\u6211\u5011\u8981\u8a13\u7df4\u7684\u662f YOLOv5 \u6a21\u578b\uff0c\u6240\u4ee5\u9078\u64c7\u300cYOLOv5 PyTorch\u300d\u3002\u532f\u51fa\u7684\u65b9\u5f0f\u8acb\u9078\u64c7\u300cshow download code\u300d\uff0c\u9019\u6a23\u5f85\u6703\u5152\u80fd\u76f4\u63a5\u586b\u5165 Colab \u4e2d\u3002<\/p>\n\n\n\n<p>\u8acb\u6309\u4e0b\u300cContinue\u300d\u6309\u9215\u7522\u751f code\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"484\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-34.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17091\"\/><\/figure><\/div>\n\n\n\n<p>\u7522\u751f\u51fa\u4f86\u7684 code \u5982\u4e0b\u5716\u6240\u793a\uff0c\u5716\u4e2d\u300capi_key\u300d\u7684\u90e8\u4efd\u96d6\u7136\u662f\u53cd\u9ed1\u7684\uff0c\u4f46\u5be6\u969b\u6846\u9078\u4e26\u8907\u88fd\u8cbc\u4e0a\u5f8c\u5c31\u6703\u986f\u793a\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"493\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-35.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17092\"\/><\/figure><\/div>\n\n\n\n<p>\u8acb\u5927\u5bb6\u5c07\u81ea\u5df1\u7684\u300cDownload Code\u300d\u5982\u4e0b\u5716\u4e00\u6a23\u8907\u88fd\u8d77\u4f86\u4fdd\u7559\u5099\u7528\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"492\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-36.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17093\"\/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u8a13\u7df4\u6a21\u578b<\/h2>\n\n\n\n<p>\u6211\u5011\u5c07\u4f7f\u7528\u300c<a href=\"https:\/\/colab.research.google.com\/notebooks\/welcome.ipynb?hl=zh-tw\" target=\"_blank\" rel=\"noreferrer noopener\">Google Colab<\/a>\u300d\u4f86\u8a13\u7df4\u6211\u5011\u7684\u6a21\u578b\uff0c\u8acb\u5927\u5bb6\u81ea\u884c\u958b\u901a <a href=\"https:\/\/www.google.com.tw\/intl\/zh-TW\/drive\/\" target=\"_blank\" rel=\"noreferrer noopener\">Google Drive<\/a> \u7684 Colab \u529f\u80fd\uff0c\u5728\u6b64\u5c31\u4e0d\u8d05\u8ff0\u4e86\u3002\u6211\u5011\u4f7f\u7528\u7684\u7a0b\u5f0f\u78bc\u662f\u66f4\u6539\u81f3\u5b98\u65b9 YOLOv5 \u63d0\u4f9b\u7684 Colab \u7a0b\u5f0f\u78bc\uff0c\u8abf\u6574\u6210\u65b9\u4fbf\u5927\u5bb6\u4f7f\u7528\u4e26\u4e0b\u8f09\u6a21\u578b\u7684\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>\u7a0b\u5f0f\u78bc\u9023\u7d50\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p><a href=\"https:\/\/colab.research.google.com\/drive\/1g5K7OQkrMCSvsT8dKqXw1Fou2aMF76YR?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/colab.research.google.com\/drive\/1g5K7OQkrMCSvsT8dKqXw1Fou2aMF76YR?usp=sharing<\/a><\/p>\n\n\n\n<p>\u9ede\u9078\u7db2\u5740\u5f8c\uff0c\u5efa\u8b70\u6309\u4e0b\u8907\u88fd\u7684\u6309\u9215\u300cCopy to Drive\u300d\uff0c\u5c07\u7a0b\u5f0f\u78bc\u8907\u88fd\u5230\u81ea\u5df1\u7684 Google Drive\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u4fee\u6539\u8cc7\u6599\u96c6\u4f86\u6e90<\/h3>\n\n\n\n<p>\u9996\u5148\u5c07\u525b\u525b\u8907\u88fd\u4e0b\u4f86\u7684\u300cDownload Code\u300d\uff0c\u8986\u84cb\u5982\u4e0b\u5716\u6240\u793a\u7684\u4f4d\u7f6e\uff0c\u53d6\u4ee3\u6210\u81ea\u5df1\u7684\u8cc7\u6599\u96c6\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"492\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-37.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17094\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u4fee\u6b63\u8a13\u7df4\u7684\u53c3\u6578<\/h3>\n\n\n\n<p>\u8acb\u627e\u5230\u5982\u4e0b\u5716\u6240\u793a\u7684\u4f4d\u7f6e\uff0c\u5c07\u300c&#8211;epochs\u300d\u5f8c\u65b9\u7684\u6578\u5b57\u66f4\u6539\u70ba\u81ea\u5df1\u60f3\u8981\u8a13\u7df4\u7684\u6b21\u6578\uff0c\u7b46\u8005\u5728\u6b64\u8a2d\u5b9a\u70ba 200\uff0c\u7136\u5f8c\u5728\u300c&#8211;weights\u300d\u5f8c\u65b9\u7684\u6a21\u578b\u8a2d\u7f6e\uff0c\u4fee\u6539\u70ba\u300cyolov5n6.pt\u300d\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"497\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-38.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17095\"\/><\/figure><\/div>\n\n\n\n<p>\u6709\u95dc YOLOv5 \u7684\u6a21\u578b\u9078\u64c7\uff0c\u53ef\u4ee5\u53c3\u8003 <a href=\"https:\/\/pytorch.org\/hub\/ultralytics_yolov5\/\" target=\"_blank\" rel=\"noreferrer noopener\">YOLOv5<\/a> \u5b98\u65b9\u7684\u5716\u8868\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"587\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-39.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17096\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u958b\u59cb\u8a13\u7df4\u6a21\u578b<\/h3>\n\n\n\n<p>\u8a13\u7df4\u7684\u65b9\u5f0f\u5f88\u7c21\u55ae\uff0c\u76f4\u63a5\u8b93\u6bcf\u500b\u6846\u683c\u5167\u7684\u7a0b\u5f0f\u78bc\u4f9d\u5e8f RUN \u8d77\u4f86\u5373\u53ef\u3002\u4f46\u5728\u57f7\u884c\u524d\u6211\u5011\u9700\u8981\u5148\u8a2d\u7f6e\u4f7f\u7528\u7684\u786c\u9ad4\u3002<\/p>\n\n\n\n<p>\u8acb\u9ede\u9078\u4e0a\u65b9\u5217\u8868\u7684\u300cRuntime\u300d\u4e26\u9078\u64c7\u9078\u55ae\u5167\u7684\u300cChange runtime type\u300d\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"492\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-40.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17097\"\/><\/figure><\/div>\n\n\n\n<p>\u78ba\u8a8d\u9078\u53d6\u7684\u786c\u9ad4\u52a0\u901f\u5668\u662f\u300cGPU\u300d\uff0c\u518d\u6309\u4e0b\u5132\u5b58\u7684\u6309\u9215\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"494\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-41.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17098\"\/><\/figure><\/div>\n\n\n\n<p>\u63a5\u8457\u6309\u4e0b\u53f3\u5074\u6709\u500b\u300cConnect\u300d\u6309\u9215\uff0c\u9023\u63a5 Google \u514d\u8cbb\u63d0\u4f9b\u7d66\u4f7f\u7528\u8005\u7684\u786c\u9ad4\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"488\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-42.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17099\"\/><\/figure><\/div>\n\n\n\n<p>\u904e\u7a0b\u9700\u8981\u4e00\u6bb5\u6642\u9593\u8b93\u7cfb\u7d71\u5e6b\u6211\u5011\u914d\u7f6e\uff0c\u5b8c\u6210\u5f8c\u6309\u9215\u6703\u8b8a\u66f4\u70ba\u300cConnecting\u300d\u3002\u770b\u5230\u9019\u500b\u5b57\u6a23\u5f8c\uff0c\u8868\u793a\u5df2\u7d93\u53ef\u4ee5\u958b\u59cb\u8dd1\u6211\u5011\u7684\u7a0b\u5f0f\u4e86\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"487\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-43.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17100\"\/><\/figure><\/div>\n\n\n\n<p>\u63a5\u4e0b\u4f86\u540c\u6a23\u9ede\u9078\u300cRuntime\u300d\uff0c\u4e26\u9078\u64c7\u300cRun all\u300d\uff0c\u9019\u500b\u9078\u9805\u6703\u81ea\u52d5\u5e6b\u6211\u5011\u4f9d\u5e8f\u57f7\u884c\u6240\u6709\u7684\u7a0b\u5f0f\u78bc\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"496\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-44.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17101\"\/><\/figure><\/div>\n\n\n\n<p>\u57f7\u884c\u5b8c\u6210\u7684\u7a0b\u5f0f\u78bc\u6703\u5982\u4e0b\u5716\u6240\u793a\uff0c\u524d\u982d\u9664\u4e86\u6709\u57f7\u884c\u7684\u9806\u5e8f\u7de8\u865f\u4e4b\u5916\uff0c\u9084\u6703\u6709<strong><span style=\"color:#00d084\" class=\"tadv-color\">\u7da0\u8272<\/span><\/strong>\u7684\u6253\u52fe\u5716\u6a23\u3002\u57f7\u884c\u5b8c\u5168\u90e8\u7684\u7a0b\u5f0f\u78bc\u5f8c\uff0c\u7db2\u9801\u6703\u81ea\u52d5\u4e0b\u8f09\u8a13\u7df4\u904e\u7a0b\u4e2d\u6700\u597d\u7684\u6a21\u578b\uff0c\u4e26\u547d\u540d\u70ba\u300cbest.pt\u300d\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"496\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/p2-45.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u75652 - \u8a13\u7df4\u81ea\u5df1\u7684\u6a21\u578b\" class=\"wp-image-17102\"\/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u7d50\u8a9e<\/h2>\n\n\n\n<p>\u6b77\u7d93\u5343\u8f9b\u842c\u82e6\uff0c\u5927\u5bb6\u662f\u4e0d\u662f\u5df2\u7d93\u7372\u5f97\u4e86\u81ea\u5df1\u7684 best.pt \u5462\uff1f\u7b46\u8005\u8a8d\u70ba\u904e\u7a0b\u4e2d\u6700\u8271\u8f9b\u7684\u90e8\u4efd\uff0c\u5927\u6982\u5c31\u662f\u6700\u8017\u773c\u529b\u8207\u8010\u5fc3\u7684\u7167\u7247\u6a19\u8a3b\u904e\u7a0b\u4e86\uff0c\u6a19\u8a3b\u7684\u597d\u6216\u4e0d\u597d\u90fd\u6703\u76f4\u63a5\u5f71\u97ff\u6700\u7d42\u7684\u6548\u679c\u3002\u9019\u6b21\u4ecb\u7d39\u7684 <a href=\"https:\/\/roboflow.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Roboflow<\/a> \u76f8\u7576\u65b9\u4fbf\uff0c\u7279\u5225\u662f\u8cc7\u6599\u589e\u5f37\u7684\u90e8\u5206\u76f8\u7576\u65b9\u4fbf\u8207\u7701\u4e8b\uff0c\u5176\u5be6\u9084\u6709\u5f88\u591a\u529f\u80fd\uff0c\u6709\u8208\u8da3\u7684\u8a71\u53ef\u4ee5\u8a73\u7d30\u67e5\u770b\u5b98\u65b9\u7db2\u7ad9\u7684\u8aaa\u660e\u3002<\/p>\n\n\n\n<p>\u9019\u7bc7\u6587\u7ae0\u6240\u4f7f\u7528\u7684\u7167\u7247\u91cf\u662f\u4e94\u5341\u5e7e\u5f35\uff0c\u4f46\u9019\u53ea\u662f\u70ba\u4e86\u793a\u7bc4\u8207\u7bc0\u7701\u6642\u9593\uff0c\u5be6\u969b\u4e0a\u9084\u662f\u7d66\u591a\u4e00\u9ede\u7167\u7247\u6bd4\u8f03\u597d\uff0c\u5927\u5bb6\u53ef\u4ee5\u591a\u505a\u5be6\u9a57\uff0c\u5c31\u80fd\u660e\u767d\u8cc7\u6599\u91cf\u8207\u6a19\u8a3b\u6b63\u78ba\u6027\u7684\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u4e0b\u4e00\u7bc7\u6587\u7ae0\uff0c\u5c07\u6559\u5927\u5bb6\u5982\u4f55\u4f7f\u7528\u81ea\u5df1\u8a13\u7df4\u597d\u7684\u6a21\u578b\u505a\u63a8\u8ad6\uff0c\u4e26\u5fb9\u5e95\u767c\u63ee\u4f7f\u7528 <a href=\"https:\/\/www.nvidia.com\/zh-tw\/\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA<\/a> \u7cfb\u5217\u7522\u54c1\u7684\u512a\u52e2\uff0c\u9032\u4e00\u6b65\u52a0\u901f\u63a8\u8ad6\u7684\u901f\u5ea6\u3002\u4e0d\u8981\u932f\u904e\u63a5\u4e0b\u4f86\u7cbe\u5f69\u7684\u5167\u5bb9\uff0c\u6211\u5011\u4e0b\u7bc7\u6587\u7ae0\u898b\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u7bc7\u8981\u6559\u5927\u5bb6\u5982\u4f55\u900f\u904e Jetson Nano \u9023\u63a5\u7684\u7db2\u8def\u651d\u5f71\u6a5f\u62cd\u651d\u7167\u7247\uff0c\u4f7f\u7528 Roboflow \u8f14\u52a9\u6a19\u8a18\u8cc7\u6599\uff0c\u4e26\u9032\u4e00\u6b65\u5efa\u7f6e\u81ea\u5df1\u7684\u8cc7\u6599\u96c6\u3002\u6700\u5f8c\u4f7f\u7528 Google Colab\uff0c\u904b\u7528 Roboflow \u532f\u51fa\u81ea\u5df1\u7684\u8cc7\u6599\u96c6\u4f86\u8a13\u7df4 YOLOv5 \u6a21\u578b\u3002<\/p>\n","protected":false},"author":1,"featured_media":17265,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[286,238],"tags":[],"table_tags":[],"_links":{"self":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/17048"}],"collection":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/comments?post=17048"}],"version-history":[{"count":30,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/17048\/revisions"}],"predecessor-version":[{"id":17266,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/17048\/revisions\/17266"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media\/17265"}],"wp:attachment":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media?parent=17048"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/categories?post=17048"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/tags?post=17048"},{"taxonomy":"table_tags","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/table_tags?post=17048"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}