{"id":20909,"date":"2023-12-27T12:13:03","date_gmt":"2023-12-27T04:13:03","guid":{"rendered":"https:\/\/www.circuspi.com\/?p=20909"},"modified":"2023-12-27T12:13:05","modified_gmt":"2023-12-27T04:13:05","slug":"maker-ai-roboflow-ultralytics-hub-yolo","status":"publish","type":"post","link":"https:\/\/www.circuspi.com\/index.php\/2023\/12\/27\/maker-ai-roboflow-ultralytics-hub-yolo\/","title":{"rendered":"Maker \u73a9 AI \u7cfb\u5217(\u5341)\uff1a\u7528 Roboflow + Ultralytics HUB \u8a13\u7df4\u8207\u7ba1\u7406 YOLO \u6a21\u578b"},"content":{"rendered":"\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\/2023\/12\/1000x526_1-1.jpg\" alt=\"\" class=\"wp-image-20931\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">YOLO \u7269\u4ef6\u5075\u6e2c\u6a21\u578b<\/h2>\n\n\n\n<p>\u8aaa\u5230\u7269\u4ef6\u5075\u6e2c\u7684 AI \u6a21\u578b\uff0c\u61c9\u8a72\u76f4\u63a5\u5c31\u6703\u806f\u60f3\u5230 YOLO (You Only Look Once) \u9019\u500b\u77e5\u540d\u7684\u7269\u4ef6\u5075\u6e2c\u6a21\u578b\uff0c\u5176\u6700\u4ee4\u4eba\u8a87\u8b9a\u7684\u5c31\u662f\u63a8\u8ad6\u7684\u901f\u5ea6\u76f8\u7576\u5feb\uff0c\u4e14\u4ecd\u4fdd\u6709\u76f8\u7576\u7a0b\u5ea6\u7684\u8fa8\u8b58\u5ea6\uff01\u82e5\u5c07\u5176\u653e\u5230\u908a\u7de3\u88dd\u7f6e <a href=\"https:\/\/www.icshop.com.tw\/products\/368030501542\">Jetson Nano<\/a> \u4e0a\u904b\u884c\uff0c\u9084\u53ef\u4ee5\u6709 <a href=\"https:\/\/www.circuspi.com\/index.php\/2022\/08\/25\/recomputer-jetson-yolov5-tensorrt\/\">25FPS \u5de6\u53f3\u7684\u6548\u80fd<\/a>\uff01\u4f46\u8aaa\u5230\u8981\u8a13\u7df4\u4e00\u500b\u5ba2\u88fd\u5316 YOLO \u6a21\u578b\uff0c\u53ef\u80fd\u5c31\u8981\u8b93\u4e0d\u5c11\u4eba\u76ba\u8d77\u7709\u982d\u4e86\uff01\u672c\u7bc7\u5247\u8981\u4ecb\u7d39 <a href=\"https:\/\/roboflow.com\/\">Roboflow<\/a> \u8207 <a href=\"https:\/\/www.ultralytics.com\/hub\">Ultralytics HUB<\/a> \u9019\u5169\u500b\u5de5\u5177\uff0c\u5728\u4e0d\u9700\u8981\u5b89\u88dd\u4efb\u4f55\u8edf\u9ad4\u3001\u5beb\u4efb\u4f55\u7a0b\u5f0f\u7684\u689d\u4ef6\u4e0b\uff0c\u5b8c\u6210\u4e00\u500b\u5ba2\u88fd\u5316\u7269\u4ef6\u5075\u6e2c YOLO \u6a21\u578b\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/01.png\" alt=\"YOLOv8 \u6574\u5408\u4e86\u7269\u4ef6\u5075\u6e2c\u3001\u5206\u985e\u3001\u5206\u5272\u7b49\u591a\u7a2e\u6a21\u578b\u3002(\u5716\u7247\u4f86\u6e90\uff1aultralytics)\" class=\"wp-image-20911\" width=\"960\" height=\"240\"\/><figcaption class=\"wp-element-caption\"><p>YOLOv8 \u6574\u5408\u4e86\u7269\u4ef6\u5075\u6e2c\u3001\u5206\u985e\u3001\u5206\u5272\u7b49\u591a\u7a2e\u6a21\u578b\u3002(\u5716\u7247\u4f86\u6e90\uff1a<a href=\"https:\/\/github.com\/ultralytics\/ultralytics\">ultralytics<\/a>)<\/p><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u600e\u9ebc\u73a9\uff1f<\/h2>\n\n\n\n<p><a href=\"https:\/\/roboflow.com\/\">Roboflow<\/a> \u662f\u7dda\u4e0a\u8cc7\u6599\u96c6\u7ba1\u7406\u5de5\u5177\uff0c\u5177\u5099\u6a19\u8a3b\u5f71\u50cf\u8cc7\u6599\u3001\u8a2d\u5b9a\u8cc7\u6599\u589e\u5f37\u3001\u7522\u751f\u8cc7\u6599\u96c6\u7b49\u529f\u80fd\uff0c\u96d6\u7136 Roboflow \u4e5f\u6709\u63d0\u4f9b\u7dda\u4e0a AutoML \u5c08\u6709\u6a21\u578b\uff0c\u4f46\u56e0\u70ba\u9650\u5236\u662f\u5fc5\u9808\u4f7f\u7528\u7db2\u8def\u547c\u53eb\uff0c\u4e0d\u4fbf\u5229\u4f48\u7f72\u5728\u908a\u7de3\u88dd\u7f6e\u800c\u8f03\u5c11\u4eba\u4f7f\u7528\u3002<a href=\"https:\/\/www.ultralytics.com\/hub\">Ultralytics HUB<\/a> \u5247\u662f YOLO \u6a21\u578b\u7684\u7ba1\u7406\u5de5\u5177\uff0c\u53ef\u4ee5\u532f\u5165\u8cc7\u6599\u96c6\u3001\u8a13\u7df4\u6a21\u578b\u3001\u6e2c\u8a66\u6a21\u578b\u8207\u532f\u51fa\u6a21\u578b\u7b49\u3002 \u9996\u5148\u5206\u5225\u524d\u5f80 <a href=\"https:\/\/www.ultralytics.com\/hub\">Ultralyrics HUB<\/a> \u8207 <a href=\"https:\/\/roboflow.com\/\">Roboflow<\/a> \u8a3b\u518a\u514d\u8cbb\u5e33\u865f\uff0c\u7b46\u8005\u5c07\u6703\u4f7f\u7528 <a href=\"https:\/\/roboflow.com\/\">Roboflow<\/a> \u6a19\u8a3b\u8cc7\u6599\u8207\u7522\u751f\u8cc7\u6599\u96c6\uff0c\u63a5\u8457\u5c07\u8cc7\u6599\u53ca\u532f\u51fa\u5230 <a href=\"https:\/\/www.ultralytics.com\/hub\">Ultralytics HUB<\/a> \u9032\u884c YOLO \u6a21\u578b\u8a13\u7df4\u8207\u7ba1\u7406\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/02.webp\" alt=\"Roboflow \u63d0\u4f9b\u8cc7\u6599\u96c6\u7ba1\u7406\u8207 AutoML \u7b49\u670d\u52d9\" class=\"wp-image-20914\" width=\"809\" height=\"456\"\/><figcaption class=\"wp-element-caption\"><p>Roboflow \u63d0\u4f9b\u8cc7\u6599\u96c6\u7ba1\u7406\u8207 AutoML \u7b49\u670d\u52d9<\/p><\/figcaption><\/figure>\n\n\n\n<p>\u767b\u5165 <a href=\"https:\/\/app.roboflow.com\/\">Roboflow<\/a> \u7db2\u7ad9\u5f8c\uff0c\u7cfb\u7d71\u6703\u5f15\u5c0e\u5efa\u7acb\u5de5\u4f5c\u7a7a\u9593(workspace)\uff0c\u6bcf\u500b\u5de5\u4f5c\u7a7a\u9593\u53ef\u4ee5\u5b58\u653e\u591a\u500b\u5c08\u6848(projects)\u3002\u63a5\u8457\u5efa\u7acb\u4e00\u500b\u5c08\u6848\uff0c\u5c08\u6848\u985e\u578b\u70ba \u201d\u7269\u4ef6\u5075\u6e2c\u201d Object Detection\uff0c\u5c08\u6848\u540d\u7a31\u8207\u8aaa\u660e\u53ef\u4ee5\u81ea\u884c\u586b\u5beb\u3002\u9700\u8981\u7279\u5225\u6ce8\u610f\u7684\u662f\u514d\u8cbb\u5e33\u865f\u6240\u5efa\u7acb\u7684\u5c08\u6848\u7686\u70ba\u516c\u958b\u5c08\u6848(Public Project)\uff0c\u6240\u6709\u4eba\u7686\u53ef\u4ee5\u5728\u6aa2\u7d22\u6216\u662f\u700f\u89bd\u5230\u5c08\u6848\u5167\u7684\u5f71\u50cf\u8cc7\u6599\u4e26\u4e14\u6253\u5305\u5e36\u8d70\uff0c\u6240\u4ee5\u5982\u679c\u5f71\u50cf\u4e2d\u542b\u6709\u6a5f\u5bc6\u8cc7\u6599\u6216\u654f\u611f\u500b\u8cc7\u5343\u842c\u4e0d\u8981\u4f7f\u7528\u516c\u958b\u5c08\u6848\uff01<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/03.png\" alt=\"Roboflow \u53ef\u4ee5\u5efa\u7acb\u7269\u4ef6\u5075\u6e2c\u3001\u5be6\u4f8b\u5206\u5272\u3001\u5f71\u50cf\u5206\u985e\u7b49\u4e0d\u540c\u5c08\u6848\u3002\" class=\"wp-image-20915\" width=\"636\" height=\"552\"\/><figcaption class=\"wp-element-caption\">Roboflow \u53ef\u4ee5\u5efa\u7acb\u7269\u4ef6\u5075\u6e2c\u3001\u5be6\u4f8b\u5206\u5272\u3001\u5f71\u50cf\u5206\u985e\u7b49\u4e0d\u540c\u5c08\u6848\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u63a5\u8457\u5c31\u53ef\u4ee5\u4e0a\u50b3\u8cc7\u6599\u96c6\u7684\u7167\u7247\u6216\u5f71\u7247\uff0c\u751a\u81f3\u9084\u53ef\u4ee5\u5f9e YouTube \u532f\u5165\u5f71\u7247\u3002\u5f71\u7247\u7684\u90e8\u5206\u5728\u4e0a\u50b3\u5f8c\u53ef\u4ee5\u8a2d\u5b9a\u5716\u7247\u7684\u53d6\u6a23\u7387\uff0c\u5f9e\u4e00\u79d230\u5f35\u523060\u79d2\u4e00\u5f35\u90fd\u53ef\u4ee5\u5f48\u6027\u8a2d\u5b9a\u3002\u5b8c\u6210\u4e4b\u5f8c\u6703\u7d71\u8a08\u51fa\u6240\u6709\u5f71\u50cf\u6578\u91cf\uff0c\u4e26\u4e14\u9084\u53ef\u4ee5\u9080\u8acb\u5176\u4ed6\u5e33\u865f\uff0c\u9032\u884c\u5f71\u50cf\u8cc7\u6599\u6a19\u8a3b\u7684\u6578\u91cf\u5206\u914d\uff0c\u5c0d\u65bc\u8cc7\u6599\u91cf\u9f90\u5927\u7684\u8cc7\u6599\u96c6\u4f86\u8aaa\uff0c\u9019\u500b\u529f\u80fd\u53ef\u8aaa\u662f\u76f8\u7576\u4eba\u6027\u5316\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/04.png\" alt=\"\u532f\u5165\u5f71\u50cf\u8cc7\u6599\" class=\"wp-image-20916\" width=\"633\" height=\"495\"\/><figcaption class=\"wp-element-caption\"><p><img decoding=\"async\" src=\"https:\/\/prod-files-secure.s3.us-west-2.amazonaws.com\/b4fd4f91-6283-40d5-bc09-2016e5fc107b\/e0a2448b-c1b4-4124-aa76-1e58f45c46cf\/Untitled.png\" alt=\"\u532f\u5165\u5f71\u50cf\u8cc7\u6599\"><\/p><\/figcaption><\/figure>\n\n\n\n<p>\u63a5\u4e0b\u4f86\u5c31\u662f\u6700\u75db\u82e6\u7684\u5f71\u50cf\u6a19\u8a3b\u5730\u7344\u4e86\uff01\u5fc5\u9808\u9010\u4e00\u5728\u7167\u7247\u4e2d\u6846\u9078\u51fa\u8981\u5075\u6e2c\u7684\u7269\u4ef6\u4e26\u7d66\u4e88\u5176\u6a19\u7c64\uff0c\u6574\u9ad4\u904e\u7a0b\u6703\u76f8\u7576\u7684\u8cbb\u6642\uff0c\u4f46\u70ba\u4e86\u6a21\u578b\u7684\u6b63\u78ba\u6027\u4e5f\u4e0d\u80fd\u99ac\u864e\u3002\u4ee5\u7b46\u8457\u7684\u7bc4\u4f8b\u4f86\u8aaa\uff0c\u62ff\u4e86  MKR Zero\u3001Pi Pico\u3001LinkIt7697\u3001TTGO \u7b49\u4e0d\u540c\u7684\u958b\u767c\u677f\u9032\u884c\u6a19\u8a3b\u3002\u597d\u8655\u5247\u662f Roboflow  \u7dda\u4e0a\u6a19\u8a3b\u5de5\u5177\u9084\u7b97\u76f4\u89ba\u8207\u4eba\u6027\u5316\uff0c\u85c9\u7531\u5feb\u6377\u9375\u7684\u64cd\u4f5c\u53ef\u4ee5\u7701\u4e0b\u4e00\u9ede\u9ede\u6642\u9593\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/05.png\" alt=\"\u75db\u82e6\u7684\u5f71\u50cf\u6a19\u8a18\u968e\u6bb5\" class=\"wp-image-20917\" width=\"799\" height=\"392\"\/><figcaption class=\"wp-element-caption\"><p><img decoding=\"async\" src=\"https:\/\/prod-files-secure.s3.us-west-2.amazonaws.com\/b4fd4f91-6283-40d5-bc09-2016e5fc107b\/1a4c430b-9d8c-4bce-b186-94b27a1c994b\/Untitled.png\" alt=\"\u75db\u82e6\u7684\u5f71\u50cf\u6a19\u8a18\u968e\u6bb5\"><\/p><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u6bd4\u8f03\u5077\u61f6\u7684\u8a71\u53ef\u4ee5\u8ddf\u7b46\u8005\u4e00\u6a23\uff0c\u5148\u4e0a\u50b3\u5c0f\u90e8\u5206\u7684\u5f71\u50cf\u8cc7\u6599\uff0c\u5c07\u6a21\u578b\u8a13\u7df4\u5b8c\u6210\u4e4b\u5f8c\u8a55\u4f30\uff0c\u518d\u9010\u6b65\u589e\u52a0\u8cc7\u6599\u91cf\u9054\u5230\u6bd4\u8f03\u597d\u7684\u6548\u679c\u3002\u6a19\u8a18\u5b8c\u6210\u6703\u8f49\u8df3\u5230\u7522\u751f\u8cc7\u6599\u96c6\u7684\u968e\u6bb5\uff0c\u9019\u908a\u6703\u81ea\u52d5\u62c6\u5206\u8a13\u7df4(Training)\u3001\u9a57\u8b49(Validation)\u3001\u6e2c\u8a66(Testing)\u7b49\u4e0d\u540c\u6bd4\u4f8b\u6578\u91cf\u7684\u8cc7\u6599\uff0c\u4e5f\u53ef\u4ee5\u624b\u52d5\u8abf\u6574\u3002\u5f71\u50cf\u524d\u8655\u7406(Preprocessing)\u53ef\u4ee5\u9078\u64c7\u662f\u5426\u81ea\u52d5\u8f49\u5411\u4ee5\u53ca\u91cd\u65b0\u8abf\u6574\u5c3a\u5bf8\u5927\u5c0f\u70ba\u4f55\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/06.png\" alt=\"\" class=\"wp-image-20918\" width=\"717\" height=\"570\"\/><figcaption class=\"wp-element-caption\"><p><img decoding=\"async\" src=\"https:\/\/prod-files-secure.s3.us-west-2.amazonaws.com\/b4fd4f91-6283-40d5-bc09-2016e5fc107b\/21a66c59-06f8-4f8d-96fd-aec124b9e547\/Untitled.png\" alt=\"\u8cc7\u6599\u62c6\u5206\u8207\u524d\u8655\u7406\u8a2d\u5b9a\"><\/p><\/figcaption><\/figure>\n\n\n\n<p>\u63a5\u8457\u8a2d\u5b9a\u8cc7\u6599\u589e\u5f37(Augmentation)\u7684\u90e8\u5206\uff0c\u9019\u4e5f\u662f\u7b46\u8005\u89ba\u5f97 Roboflow \u6700\u597d\u7528\u7684\u529f\u80fd\u4e4b\u4e00\u3002\u53ef\u4ee5\u8a2d\u5b9a\u5c07\u8cc7\u6599\u96a8\u6a5f\u7ffb\u8f49\u3001\u88c1\u5207\u3001\u65cb\u8f49\u3001\u589e\u52a0\u8e81\u9ede\u3001\u6a21\u7cca\u5316\u3001\u4eae\u5ea6\u8abf\u6574\u7b49\u7b49\uff0c\u85c9\u6b64\u4f86\u589e\u52a0\u8cc7\u6599\u96c6\u7684\u591a\u6a23\u6027\u4e26\u63d0\u9ad8\u8a13\u7df4\u51fa\u4f86\u6a21\u578b\u7684\u9069\u61c9\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/07.jpg\" alt=\"\u8cc7\u6599\u589e\u5f37\u8a2d\u5b9a\" class=\"wp-image-20919\" width=\"400\" height=\"636\"\/><figcaption class=\"wp-element-caption\"><img decoding=\"async\" src=\"https:\/\/prod-files-secure.s3.us-west-2.amazonaws.com\/b4fd4f91-6283-40d5-bc09-2016e5fc107b\/168499bb-8a8a-4e37-bba5-a190595ddae1\/Untitled.png\" alt=\"\u8cc7\u6599\u589e\u5f37\u8a2d\u5b9a\"><\/figcaption><\/figure>\n\n\n\n<p>\u5b8c\u6210\u4e4b\u5f8c\u53ef\u4ee5\u770b\u5230\u8cc7\u6599\u96c6\u7684\u7248\u672c\u5217\u8868\u4e2d\u591a\u4e86\u4e00\u500b\u9805\u76ee\uff0c\u5f8c\u7e8c\u82e5\u6709\u6301\u7e8c\u589e\u52a0\u65b0\u7684\u8cc7\u6599\u6216\u662f\u4f7f\u7528\u4e0d\u540c\u7684\u524d\u8655\u7406\u8207\u8cc7\u6599\u589e\u5f37\u7b49\u53c3\u6578\uff0c\u7686\u53ef\u4ee5\u7522\u751f\u4e0d\u540c\u7248\u672c\u7684\u8cc7\u6599\u96c6\uff0c\u4e26\u4e14\u5728\u6b64\u9801\u9762\u4e2d\u7ba1\u7406\u8207\u67e5\u627e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/08.png\" alt=\"\u8cc7\u6599\u96c6\u7ba1\u7406\u4ecb\u9762\" class=\"wp-image-20921\" width=\"681\" height=\"501\"\/><figcaption class=\"wp-element-caption\">\u8cc7\u6599\u96c6\u7ba1\u7406\u4ecb\u9762<\/figcaption><\/figure>\n\n\n\n<p>\u9ede\u9078\u53f3\u4e0a\u89d2\u7684 &#8220;Export\u201d \u53ef\u9078\u64c7\u628a\u8cc7\u6599\u53ca\u532f\u51fa\u6210\u4e0d\u540c\u683c\u5f0f\u7684\u6a19\u8a18\u8cc7\u6599\uff0c\u5982COCO\u3001Pascal VOC\u3001YOLO\u7b49\u3002\u9078\u64c7\u6700\u4e0b\u65b9\u7684 &#8220;Ultralytics HUB\u201d \u9032\u884c\u532f\u51fa\uff0c\u5c07\u81ea\u52d5\u8f49\u8df3\u5230 Ultralytics HUB \u7db2\u7ad9\uff0c\u767b\u5165\u5f8c\u4fbf\u53ef\u4ee5\u5728 Ultralytics HUB \u7ba1\u7406\u8207\u8a13\u7df4\u6a21\u578b\u4e86\uff01<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/09.png\" alt=\"\u8cc7\u6599\u96c6\u532f\u51fa\u652f\u63f4\u7684\u683c\u5f0f\u975e\u5e38\u591a\u7a2e\" class=\"wp-image-20922\" width=\"417\" height=\"535\"\/><figcaption class=\"wp-element-caption\"><p>\u8cc7\u6599\u96c6\u532f\u51fa\u652f\u63f4\u7684\u683c\u5f0f\u975e\u5e38\u591a\u7a2e<\/p><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Ultralytics HUB<\/h2>\n\n\n\n<p>\u4e32\u63a5\u5230 <a href=\"https:\/\/www.ultralytics.com\/hub\">Ultralyrics HUB<\/a> \u5f8c\u9078\u64c7\u532f\u5165(Import) \u8cc7\u6599\u96c6\uff0c\u5c31\u80fd\u9032\u5165\u5230\u6a21\u578b\u7684\u8a2d\u5b9a\u4e86\u3002\u82e5\u66ab\u6642\u6c92\u6709\u60f3\u8981\u5efa\u7acb\u7684\u8cc7\u6599\u96c6\uff0c\u4e5f\u53ef\u4ee5\u5f9e <a href=\"https:\/\/roboflow.com\/universe\">Roboflow Universe<\/a> \u4e0a\u627e\u5c0b\u793e\u7fa4\u63d0\u4f9b\u7684\u8cc7\u6599\u96c6\uff0c\u6709\u4e9b\u4e5f\u63d0\u4f9b\u4e86\u883b\u6709\u8da3\u7684\u6982\u5ff5\uff0c\u5982\u64b2\u514b\u724c\u8fa8\u8b58\u3001\u9ebb\u5c07\u8fa8\u8b58\u7b49\u7b49\u3002\u8a13\u7df4\u968e\u6bb5\u9019\u908a\u53ef\u63d0\u4f9b\u8a13\u7df4 YOLOv5 \u8207 YOLOv8 \u4e0d\u540c\u5927\u5c0f\u7684\u6a21\u578b\u67b6\u69cb\uff0c\u4e26\u4e14\u9078\u64c7\u662f\u5426\u8981\u4f7f\u7528\u9810\u8a13\u7df4\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/10.png\" alt=\"\u6a21\u578b\u67b6\u69cb\u8a2d\u5b9a\" class=\"wp-image-20923\" width=\"661\" height=\"333\"\/><figcaption class=\"wp-element-caption\"><p>\u6a21\u578b\u67b6\u69cb\u8a2d\u5b9a<\/p><\/figcaption><\/figure>\n\n\n\n<p>\u63a5\u4e0b\u4f86\u5c31\u9032\u5165\u5230\u4e86\u6a21\u578b\u8a13\u7df4\u74b0\u7bc0\uff0c\u63d0\u793a\u8aaa\u660e\u5728\u958b\u555f Colab \u5f8c\u5c07\u9019\u4e09\u884c\u7a0b\u5f0f\u78bc\u8cbc\u5230 ipynb \u7684\u7a0b\u5f0f\u6bb5\u843d\u57f7\u884c\u5373\u53ef\u3002\u4e0b\u65b9\u9084\u6709\u4e00\u4e9b\u8d85\u53c3\u6578(hyperparameters)\u53ef\u4ee5\u505a\u5fae\u8abf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/11.png\" alt=\"\u900f\u904e Ultralyrics HUB \u9023\u7dda\u5230 Colab \u8a13\u7df4 YOLO \u6a21\u578b\u3002\" class=\"wp-image-20924\" width=\"773\" height=\"385\"\/><figcaption class=\"wp-element-caption\"><p>\u900f\u904e <a rel=\"noreferrer noopener\" href=\"https:\/\/www.ultralytics.com\/hub\" target=\"_blank\">Ultralyrics HUB<\/a> \u9023\u7dda\u5230 Colab \u8a13\u7df4 YOLO \u6a21\u578b\u3002<\/p><\/figcaption><\/figure>\n\n\n\n<p>\u958b\u555f Colab \u7bc4\u4f8b\u53ef\u4ee5\u770b\u5230\u5e7e\u4e4e\u6c92\u6709\u4ec0\u9ebc\u7a0b\u5f0f\u78bc\uff0c\u5c07\u525b\u525b\u8907\u88fd\u7684\u7a0b\u5f0f\u78bc\u8cbc\u904e\u4f86\u4e26\u9078\u64c7\u5168\u90e8\u57f7\u884c\u3002\u7a0b\u5f0f\u6703\u5b89\u88dd\u4e00\u4e9b\u5fc5\u8981\u5957\u4ef6\uff0c\u63a5\u8457\u5c31\u6703\u8ddf <a style=\"cursor:pointer;color:inherit;word-wrap:break-word;text-decoration:inherit\" class=\"notion-link-token notion-focusable-token notion-enable-hover\" rel=\"noopener noreferrer\" data-token-index=\"1\" tabindex=\"0\" href=\"https:\/\/www.ultralytics.com\/hub\"><span class=\"link-annotation-unknown-block-id--1776954799\" style=\"border-bottom:0.05em solid;border-color:rgba(55,53,47,.4);opacity:0.7\">Ultralyrics HUB<\/span><\/a> \u9032\u884c\u9023\u7dda\uff0c\u628a Colab \u8a13\u7df4\u7684\u7d50\u679c\u50b3\u56de <a style=\"cursor:pointer;color:inherit;word-wrap:break-word;text-decoration:inherit\" class=\"notion-link-token notion-focusable-token notion-enable-hover\" rel=\"noopener noreferrer\" data-token-index=\"3\" tabindex=\"0\" href=\"https:\/\/www.ultralytics.com\/hub\"><span class=\"link-annotation-unknown-block-id--1776954799\" style=\"border-bottom:0.05em solid;border-color:rgba(55,53,47,.4);opacity:0.7\">Ultralyrics HUB<\/span><\/a>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/12.png\" alt=\"Ultralyrics \u63d0\u4f9b\u7684 Colab \u7a0b\u5f0f\u78bc\u3002\" class=\"wp-image-20925\" width=\"804\" height=\"416\"\/><figcaption class=\"wp-element-caption\"><p><a rel=\"noreferrer noopener\" href=\"https:\/\/www.ultralytics.com\/hub\" target=\"_blank\">Ultralyrics<\/a> \u63d0\u4f9b\u7684 Colab \u7a0b\u5f0f\u78bc\u3002<\/p><\/figcaption><\/figure>\n\n\n\n<p>\u56de\u5230 <a href=\"https:\/\/www.ultralytics.com\/hub\">Ultralyrics HUB<\/a> \u5c31\u80fd\u5373\u6642\u76e3\u63a7\u5728 Colab \u8a13\u7df4\u6a21\u578b\u7684\u72c0\u614b\u3002\u4ee5\u7b46\u8005\u7684\u72c0\u614b\u70ba\u4f8b\uff0c\u5728\u8cc7\u6599\u4e0d\u591a\u7684\u60c5\u6cc1\u4e0b\uff0c\u5927\u7d04\u5341\u5206\u9418\u5c31\u53ef\u4ee5\u5b8c\u6210\u8a13\u7df4\u4e86\uff01<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/13.png\" alt=\"\u8a13\u7df4\u6578\u503c\u53ef\u8996\u5316\" class=\"wp-image-20926\" width=\"920\" height=\"718\"\/><figcaption class=\"wp-element-caption\"><p><img decoding=\"async\" src=\"https:\/\/prod-files-secure.s3.us-west-2.amazonaws.com\/b4fd4f91-6283-40d5-bc09-2016e5fc107b\/28d25057-f602-483c-994f-fc6e9bf9e59d\/Untitled.png\" alt=\"\u8a13\u7df4\u6578\u503c\u53ef\u8996\u5316\"><\/p><\/figcaption><\/figure>\n\n\n\n<p>\u8a13\u7df4\u5b8c\u6210\u4e4b\u5f8c\u53ef\u4ee5\u505a\u7dda\u4e0a\u7684\u9810\u89bd(Preview)\uff0c\u9a57\u8b49\u4e00\u4e0b\u6a21\u578b\u8a13\u7df4\u7684\u6210\u679c\u3002\u82e5\u6c92\u6709\u592a\u5927\u7684\u554f\u984c\u5247\u53ef\u4ee5\u9078\u64c7\u5230\u4f48\u7f72(Deploy)\u7684\u9801\u7c64\uff0c\u9078\u64c7\u5408\u9069\u7684\u6a21\u578b\u6a94\u6848\u683c\u5f0f\uff0c\u4e0b\u8f09\u5230\u908a\u7de3\u88dd\u7f6e\u9032\u884c\u63a8\u8ad6\u56c9\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/14.png\" alt=\"\u63d0\u4f9b\u773e\u591a\u6a21\u578b\u6a94\u683c\u5f0f\u53ef\u4ee5\u532f\u51fa\" class=\"wp-image-20927\" width=\"846\" height=\"533\"\/><figcaption class=\"wp-element-caption\"><p>\u63d0\u4f9b\u773e\u591a\u6a21\u578b\u6a94\u683c\u5f0f\u53ef\u4ee5\u532f\u51fa<\/p><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><p>\u5be6\u6e2c NVIDIA Jetson Orin NX \u63a8\u8ad6<\/p><\/h2>\n\n\n\n<p>\u7b46\u8005\u6700\u5f8c\u5c07\u8a13\u7df4\u5b8c\u7684 YOLOv8 \u6a21\u578b\u4e0b\u8f09\u5230 NVIDIA Jetson Orin NX \u6838\u5fc3\u7684 <a href=\"https:\/\/www.icshop.com.tw\/products\/368030800821\">reComputer J4011<\/a> \u4e0a\u9032\u884c\u63a8\u8ad6\uff0c\u5148\u4e0d\u8ad6\u6a21\u578b\u7684\u8fa8\u8b58\u5ea6\u597d\u8207\u58de\uff08\u7562\u7adf\u7b46\u8005\u63d0\u4f9b\u7684\u8cc7\u6599\u91cf\u975e\u5e38\u5c11\uff09\uff0c\u5be6\u969b\u63a8\u8ad6\u7684\u901f\u5ea6\u4ee5 YOLOv8s \u4f86\u8aaa\u53ef\u4ee5\u9054\u523041ms\u3002\u4f7f\u7528 TesnorRT \u512a\u5316\u5f8c\u7684\u901f\u5ea6\u66f4\u53ef\u4ee5\u7e2e\u77ed\u5230 33.8 ms\uff0c\u7b49\u540c\u65bc\u505a\u5230 30FPS \u5373\u6642\u7269\u4ef6\u5075\u6e2c\u662f\u6c92\u6709\u554f\u984c\u7684\uff01\u4e26\u4e14\u8207 YOLOv8s pre-trained model \u6548\u80fd\u662f\u4e00\u6a21\u4e00\u6a23\u7684\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/12\/15.png\" alt=\"Orin NX 8GB \u4f7f\u7528 TensorRT \u512a\u5316\u904e\u7684 YOLOv8s \u6a21\u578b\uff08pre-trained model\uff09\" class=\"wp-image-20928\" width=\"751\" height=\"183\"\/><figcaption class=\"wp-element-caption\"><p>Orin NX 8GB \u4f7f\u7528 TensorRT \u512a\u5316\u904e\u7684 YOLOv8s \u6a21\u578b\uff08pre-trained model\uff09<\/p><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><p>\u5c0f\u7d50\uff0dYOLO \u7248\u672c\u7684 Teachable Machine<\/p><\/h2>\n\n\n\n<p>Ultralytics \u9019\u9593\u516c\u53f8\u63a8\u51fa\u7684 YOLOv5 \u8207 YOLOv8\uff0c\u96d6\u7136\u90fd\u56e0\u70ba\u9032\u6b65\u6027\u4e0d\u8db3\u4e14\u6c92\u6709\u8ad6\u6587\u6280\u8853\u539f\u7406\u652f\u6490\uff0c\u4e26\u6c92\u6709\u88ab\u5b78\u8853\u754c\u8207 YOLO \u5b98\u65b9\u6240\u627f\u8a8d\uff0c\u4f46\u4e0d\u53ef\u5426\u8a8d\u6b64\u4e8c\u7248\u672c\u90fd\u56e0\u70ba\u6574\u5408\u6027\u7684\u63d0\u5347\u800c\u66f4\u52a0\u4fbf\u5229\u65bc\u793e\u7fa4\u958b\u767c\u8005\u4f7f\u7528\u3002\u65e9\u671f\u53ef\u80fd\u6703\u89ba\u5f97\u8a13\u7df4\u5f71\u50cf\u5206\u985e\u6a21\u578b\u5f88\u56f0\u96e3\uff0c\u4f46 google \u63a8\u51fa Teachable Machine 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":20932,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[191,238],"tags":[],"table_tags":[],"_links":{"self":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/20909"}],"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=20909"}],"version-history":[{"count":11,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/20909\/revisions"}],"predecessor-version":[{"id":21014,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/20909\/revisions\/21014"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media\/20932"}],"wp:attachment":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media?parent=20909"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/categories?post=20909"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/tags?post=20909"},{"taxonomy":"table_tags","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/table_tags?post=20909"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}