{"id":19001,"date":"2023-06-06T09:00:00","date_gmt":"2023-06-06T01:00:00","guid":{"rendered":"https:\/\/www.circuspi.com\/?p=19001"},"modified":"2023-06-06T08:47:19","modified_gmt":"2023-06-06T00:47:19","slug":"maker-ai-m5stack-unitv2","status":"publish","type":"post","link":"https:\/\/www.circuspi.com\/index.php\/2023\/06\/06\/maker-ai-m5stack-unitv2\/","title":{"rendered":"Maker \u73a9 AI \u7cfb\u5217(\u4e94)\uff1aM5Stack UnitV2 &#8211; \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b"},"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<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/06\/1000x526.jpg\" alt=\"Maker \u73a9 AI \u7cfb\u5217(\u4e94)\uff1aM5Stack UnitV2 - \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b\" class=\"wp-image-19055\" width=\"1000\" height=\"526\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001M5Stack UnitV2 AI Camera<\/h2>\n\n\n\n<p>M5Stack \u9019\u54c1\u724c\u9664\u4e86\u751f\u7522\u8af8\u591a\u4ee5 ESP32 \u70ba\u6838\u5fc3\u7684\u958b\u767c\u677f\uff08\u5982 CORE\u3001Stick\u3001ATOM\u7b49\u7cfb\u5217\uff09\u5916\uff0c\u4e5f\u6709\u88fd\u4f5c\u4e0d\u5c11\u611f\u6e2c\u6a21\u7d44\u8207\u64f4\u5145\u5468\u908a\uff0c\u9f4a\u5168\u7cfb\u5217\u90fd\u9644\u5e36\u5916\u6bbc\u7d66\u4eba\u7cbe\u7dfb\u611f\u7684\u54c1\u724c\u5370\u8c61\u5916\uff0c\u50f9\u9322\u4e5f\u4e26\u4e0d\u8cb4\uff0c\u5728\u5168\u7403 Maker \u793e\u7fa4\u90fd\u6709\u4e0d\u5c11\u611b\u7528\u8005\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/05\/image-34.png\" alt=\"\u3010Maker \u73a9 AI\u3011 M5Stack UnitV2 - \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b\" class=\"wp-image-19002\" width=\"795\" height=\"596\"\/><figcaption class=\"wp-element-caption\">M5Stack \u7684\u5404\u985e\u4e3b\u63a7\u677f\u8207\u6a21\u7d44\u5c55\u793a<\/figcaption><\/figure><\/div>\n\n\n<p>\u5728 M5Stack \u7684\u773e\u591a\u611f\u6e2c\u5668\u4e2d\uff0c\u81ea\u7136\u4e0d\u4e4f AI Camera \u8996\u89ba\u611f\u6e2c\u6a21\u7d44\uff0c\u5305\u542b\u4f7f\u7528\u4f7f\u7528 K210 AI \u6676\u7247\u7684 UnitV(\u7de8\u865fU078-C) \u3001\u540c\u70ba K210 \u4f46\u589e\u52a0 LCD \u986f\u793a\u87a2\u5e55\u7684 <a href=\"https:\/\/www.icshop.com.tw\/product-page.php?27933\">StickV<\/a>(\u7de8\u865fK027)\uff0c\u4ee5\u53ca\u76ee\u524d\u6700\u65b0\u4f7f\u7528 SigmaStar \u6676\u7247 SSD202D \u7684 <a href=\"https:\/\/www.icshop.com.tw\/product-page.php?28715\">UnitV2<\/a> (\u7de8\u865fU078-D)\u3002\u672c\u7bc7\u8981\u4ecb\u7d39\u7684\u4e3b\u8981 UnitV2 \u53ef\u4ee5\u8aaa\u662f\u552f\u4e00\u4f7f\u7528 SSD202D AI Camera \u6a21\u7d44\uff0c\u751a\u81f3\u4e5f\u662f\u6975\u5c11\u6578\u53ef\u4ee5\u8f09\u5165\u4f7f\u7528\u8005\u5ba2\u88fd\u5316\u300c<strong>\u7269\u4ef6\u5075\u6e2c<\/strong>\u300d\u6a21\u578b\u7684\u6a21\u7d44\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/05\/image-35.png\" alt=\"\u3010Maker \u73a9 AI\u3011 M5Stack UnitV2 - \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b\" class=\"wp-image-19003\" width=\"575\" height=\"431\"\/><figcaption class=\"wp-element-caption\">AI Camera \u7cfb\u5217\uff0c\u7531\u5de6\u81f3\u53f3\u4f9d\u5e8f\u70baStickV UnitV, UnitV2<\/figcaption><\/figure><\/div>\n\n\n<p><a href=\"https:\/\/www.icshop.com.tw\/product-page.php?28715\">UnitV2<\/a> \u8655\u7406\u5668 SSD202D \u67b6\u69cb\u70ba\u96d9\u6838\u5fc3 Cortex-A7 1.2GHz\uff0c\u5167\u5efa\u5e36\u6709 128MB DDR \u8207 512 MB Flash\uff0c\u611f\u6e2c\u5143\u4ef6\u6709\u9ea5\u514b\u98a8\u53ca GC2145 CMOS \u651d\u5f71\u93e1\u982d\u7b49\uff0c\u4e26\u5167\u5efa Wi-Fi \u7db2\u5361\uff0c\u540c\u6642\u51fa\u5ee0\u5373\u5167\u5efa\u591a\u7a2e\u529f\u80fd\u8207 AI \u9810\u8a13\u7df4\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul>\n<li>Audio FFT \u97f3\u8a0a\u5feb\u901f\u5085\u7acb\u8449\u8f49\u63db<\/li>\n\n\n\n<li>Code Detector \u4e8c\u7dad\u689d\u78bc\u5075\u6e2c<\/li>\n\n\n\n<li>Face Detector \u4eba\u81c9\u5075\u6e2c<\/li>\n\n\n\n<li>Lane Line Tracker \u8def\u7dda\u8ffd\u8e64<\/li>\n\n\n\n<li>Motion Tracker \u904b\u52d5\u8ffd\u8e64<\/li>\n\n\n\n<li>Shape Matching \u5f62\u72c0\u6bd4\u5c0d<\/li>\n\n\n\n<li>Camera Stream \u5f71\u50cf\u4e32\u6d41<\/li>\n\n\n\n<li>Online Classifier \u7dda\u4e0a\u5206\u985e\u5668<\/li>\n\n\n\n<li>Color Tracker \u984f\u8272\u8ffd\u8e64<\/li>\n\n\n\n<li>Face Recognition \u4eba\u81c9\u8b58\u5225<\/li>\n\n\n\n<li>Target Tracker \u76ee\u6a19\u8ffd\u8e64<\/li>\n\n\n\n<li>Shape Detector \u5f62\u72c0\u5075\u6e2c<\/li>\n\n\n\n<li>Object Recognition \u7269\u4ef6\u5075\u6e2c<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/05\/image-36.png\" alt=\"\u3010Maker \u73a9 AI\u3011 M5Stack UnitV2 - \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b\" class=\"wp-image-19004\" width=\"741\" height=\"417\"\/><figcaption class=\"wp-element-caption\">\u51fa\u5ee0\u5373\u5167\u5efa\u4eba\u81c9\u8fa8\u8b58\u3001\u7269\u4ef6\u5075\u6e2c\u7b4912\u7a2e\u529f\u80fd(\u5716\u7247\u4f86\u6e90: <a href=\"https:\/\/docs.m5stack.com\/en\/quick_start\/unitv2\/base_functions\">M5Stack<\/a>)<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u600e\u9ebc\u73a9\uff1f<\/h2>\n\n\n\n<p>\u6253\u958b\u5305\u88dd\u76d2\u5167\u90e8\u9664\u4e86 UnitV2 \u6a21\u7d44\u5916\uff0c\u9084\u6709\u6578\u500b\u96a8\u9644\u914d\u4ef6\uff0c\u5206\u5225\u70ba\u6a02\u9ad8\u7a4d\u6728\u652f\u67b6\u3001\u4e09\u8173\u67b6\u8f49\u63a5\u652f\u67b6\u300116GB micro SD \u5361\u4ee5\u53ca\u4e00\u689d USB Type-A to Type-C \u50b3\u8f38\u7dda\uff0c\u4f7f\u7528\u6642\u5efa\u8b70\u53ef\u4ee5\u642d\u914d\u652f\u67b6\u65b9\u4fbf\u56fa\u5b9aUnitV2\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"670\" height=\"894\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/05\/image-37.png\" alt=\"\u3010Maker \u73a9 AI\u3011 M5Stack UnitV2 - \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b\" class=\"wp-image-19005\"\/><figcaption class=\"wp-element-caption\">UnitV2\u9644\u5e36\u5169\u7a2e\u652f\u67b6\uff0c\u53ef\u4ee5\u5b89\u88dd\u65bc\u8173\u67b6\u6216\u662f\u6a02\u9ad8\u7a4d\u6728<\/figcaption><\/figure><\/div>\n\n\n<p>\u4f7f\u7528 Type C \u50b3\u8f38\u7dda\u5c07 UnitV2 \u8207\u96fb\u8166\u9023\u63a5\uff0c\u521d\u6b21\u4f7f\u7528\u9700\u8981\u5b89\u88dd<a href=\"https:\/\/docs.m5stack.com\/zh_CN\/unit\/unitv2\">\u9a45\u52d5\u7a0b\u5f0f<\/a>\uff0c\u5b89\u88dd\u5b8c\u5f8c\u53ef\u4ee5\u5728\u88dd\u7f6e\u7ba1\u7406\u54e1\u5167\u7684\u300c<strong>\u7db2\u8def\u4ecb\u9762\u5361<\/strong>\u300d\u627e\u5230\u540d\u70ba\u300c<strong>Corechip SR9900 USB2.0 to Fast Ethernet Adapter<\/strong>\u300d\u7684 USB \u7db2\u8def\u5361\uff0c\u5373\u662f\u8207 UnitV2 \u7684\u9023\u63a5\u4ecb\u9762\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/05\/image-38.png\" alt=\"\u3010Maker \u73a9 AI\u3011 M5Stack UnitV2 - \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b\" class=\"wp-image-19007\" width=\"863\" height=\"627\"\/><figcaption class=\"wp-element-caption\">\u770b\u5230\u7db2\u8def\u5361\u5373\u4ee3\u8868\u53ef\u4ee5\u548c UnitV2 \u9032\u884c\u901a\u8a0a<\/figcaption><\/figure><\/div>\n\n\n<p>\u65bc\u96fb\u8166\u7aef\u555f\u52d5\u700f\u89bd\u5668(\u5efa\u8b70\u4f7f\u7528 Chrome)\uff0c\u65bc\u7db2\u5740\u5217\u8f38\u5165\u300c<strong><a href=\"http:\/\/unitv2.py\">unitv2.py<\/a><\/strong>\u300d\u6216\u300c<strong>10.254.239.1<\/strong>\u300d\uff0c\u5373\u53ef\u9032\u5165\u5230 UnitV2 \u7684\u7db2\u9801 UI \u3002\u64cd\u4f5c\u4ecb\u9762\u5927\u81f4\u53ef\u5206\u70ba\u56db\u500b\u5340\u584a\uff1a<\/p>\n\n\n\n<ul>\n<li>AI\u6a21\u578b\u9078\u64c7\u5340\uff0d\u4f4d\u65bc\u4e0a\u534a\u90e8\uff0c\u9078\u64c7\u4e3b\u8981\u529f\u80fd\u6216\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u529f\u80fd\u8a2d\u5b9a\u5340\uff0d\u4f4d\u65bc\u4e0b\u534a\u90e8\u5de6\u5074\uff0c\u5c0d\u4e0d\u540c\u529f\u80fd\u6216 AI\u6a21\u578b\u53ef\u4ee5\u9032\u884c\u7d30\u90e8\u8a2d\u5b9a\u3002<\/li>\n\n\n\n<li>\u5373\u6642\u9810\u89bd\u5340\uff0d\u4f4d\u65bc\u4e0b\u534a\u90e8\u4e2d\u9593\uff0c\u5373\u6642\u986f\u793a\u651d\u5f71\u93e1\u982d\u5f71\u50cf\u8207\u7d50\u679c\u7684\u6846\u9078\u3002<\/li>\n\n\n\n<li>\u8f38\u51fa\u7d50\u679c\u5340\uff0d\u4f4d\u65bc\u4e0b\u534a\u90e8\u53f3\u5074\uff0cAI \u6a21\u578b\u5224\u8b80\u5f8c\u7684\u8f38\u51fa\u7d50\u679c\uff0c\u4ee5 JSON \u683c\u5f0f\u5448\u73fe\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6b64\u6642\u5373\u53ef\u4efb\u610f\u5730\u53bb\u5617\u8a66\u5404\u7a2e\u4e0d\u540c AI \u529f\u80fd\u4e86\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/05\/image-39.png\" alt=\"\u3010Maker \u73a9 AI\u3011 M5Stack UnitV2 - \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b\" class=\"wp-image-19008\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u5167\u5efaAI\u6a21\u578b<\/h2>\n\n\n\n<p>\u5167\u5efa AI \u6a21\u578b\u4e2d\u6709\u4e9b\u662f\u6bd4\u8f03\u5e38\u898b\u7684\u5982\u7dda\u8def\u8ddf\u96a8\u3001\u4eba\u81c9\u8b58\u5225\u7b49\uff0c\u5c31\u5148\u5ffd\u7565\u4e0d\u7528\uff0c\u6709\u8208\u8da3\u7684\u5925\u4f34\u53ef\u4ee5\u81ea\u884c\u5617\u8a66\uff0c\u5728\u6b64\u7b46\u8005\u6703\u512a\u5148\u6311\u9078\u6bd4\u8f03\u7279\u5225\u7684\u529f\u80fd\u505a\u6e2c\u8a66\u3002\u5728 <strong>Online Classifier \u7dda\u4e0a\u5206\u985e\u5668<\/strong>\u9019\u500b\u529f\u80fd\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528 UnitV2 \u7db2\u9801\u4ecb\u9762\uff0c\u52d5\u614b\u7684\u53bb\u8a13\u7df4\u5f71\u50cf\u5206\u985e\u6a21\u578b\u3002\u5728\u5de6\u4e0b\u89d2\u7684\u529f\u80fd\u5340\u584a\u4e2d\u53ef\u4ee5\u65b0\u589e\u6578\u500b\u5206\u985e\uff0c\u4e26\u4fee\u6539\u5176\u540d\u7a31\uff0c\u63a5\u8457\u53ef\u4ee5\u4f9d\u5e8f\u52fe\u9078\u7279\u5b9a\u5206\u985e\uff0c\u4e26\u5c07\u8a72\u5206\u985e\u7684\u7269\u9ad4\u653e\u5230\u93e1\u982d\u5167\u7684\u7d05\u6846\u5340\uff0c\u9ede\u9078\u300ctrain\u300d\u9032\u884c\u8a18\u9304\uff0c\u540c\u6642\u53f3\u5074<\/p>\n\n\n\n<ol>\n<li>\u9ede\u9078\u300creset\u300d\u6309\u9215\uff0c\u6e05\u9664\u539f\u6709\u7684\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u9ede\u9078\u300cadd\u300d\u6309\u9215\uff0c\u589e\u52a0\u6578\u7a2e\u5206\u985e\uff0c\u4e26\u53ef\u4fee\u6539\u5176\u540d\u7a31\u3002<\/li>\n\n\n\n<li>\u52fe\u9078\u985e\u5225\u524d\u65b9\u7684\u6838\u53d6\u65b9\u584a\uff0c\u4e26\u5c07\u8a72\u985e\u5225\u7269\u9ad4\u628a\u653e\u65bc\u9810\u89bd\u5340\u4e2d\u9593\u7684\u7da0\u6846\u5167\u3002<\/li>\n\n\n\n<li>\u9ede\u9078\u300ctrain\u300d\u6309\u9215\u62cd\u651d\u4e00\u5f35\u7167\u7247\u4e26\u8a13\u7df4\u3002<\/li>\n\n\n\n<li>\u8abf\u6574\u7269\u9ad4\u7684\u89d2\u5ea6\u8207\u80cc\u666f\u7b49\uff0c\u91cd\u8907\u9ede\u9078\u300ctrain\u300d\u6309\u9215\u65b0\u589e\u66f4\u591a\u8cc7\u6599\u3002<\/li>\n\n\n\n<li>\u4f9d\u5e8f\u5b8c\u6210\u6240\u6709\u5206\u985e\u7684\u62cd\u651d\u3002\uff08\u7b46\u8005\u6293\u53d6\u6bcf\u500b\u5206\u985e\u7684\u5f71\u50cf\u7d04 15 \u5f35\uff09<\/li>\n\n\n\n<li>\u9ede\u9078\u300csave&amp;run\u300d\u8a18\u9304\u76ee\u524d\u7684\u8a13\u7df4\u7d50\u679c\uff0c\u540c\u6642\u958b\u59cb\u904b\u884c\u5f71\u50cf\u5206\u985e\u5668\u3002<\/li>\n<\/ol>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/05\/image-40.png\" alt=\"\u3010Maker \u73a9 AI\u3011 M5Stack UnitV2 - \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b\" class=\"wp-image-19010\" width=\"879\" height=\"421\"\/><figcaption class=\"wp-element-caption\">UnitV2 \u5167\u5efa\u7684\u7dda\u4e0a\u5206\u985e\u5668\u53ef\u4ee5\u52d5\u614b\u8a13\u7df4\u6a21\u578b\u3002<\/figcaption><\/figure><\/div>\n\n\n<p>\u5b8c\u6210\u4e4b\u5f8c\u53ef\u4ee5\u64fa\u653e\u4e0d\u540c\u7684\u7269\u9ad4\uff0c\u8b93\u6a21\u578b\u9032\u884c\u5206\u985e\u4e26\u89c0\u5bdf\u662f\u5426\u6709\u7b26\u5408\u9810\u671f\u3002\u4ee5\u7b46\u8005\u6e2c\u8a66\u7684\u7d50\u679c\uff0c\u6709\u4e9b\u5206\u985e\u5728\u7279\u5b9a\u89d2\u5ea6\u6703\u6709\u5206\u985e\u932f\u8aa4\u7684\u60c5\u6cc1\u767c\u751f\u3002\u4e0d\u904e\u9019\u5012\u4e5f\u9084\u597d\uff0c\u53ef\u4ee5\u91dd\u5c0d\u5206\u985e\u4e0d\u7406\u60f3\u7684\u985e\u5225\u518d\u91cd\u8907\u9ede\u65b0\u589e\u5f71\u50cf\u518d\u6b21\u8a13\u7df4\uff0c\u4f86\u63d0\u9ad8\u6a21\u578b\u7684\u8fa8\u8b58\u5ea6\uff01\u9019\u529f\u80fd\u8207\u7b46\u8005\u65e5\u524d\u4ecb\u7d39\u904e\u7684 Teachable Machine \u5f71\u50cf\u5206\u985e\u6709\u4e9b\u985e\u4f3c\uff0c\u800c\u5728 UnitV2 \u4e0a\u53ef\u4ee5\u4e00\u689d\u9f8d\u7684\u5b8c\u6210\u8cc7\u6599\u8490\u96c6\u3001\u8a13\u7df4\u8207\u4f48\u7f72\u4fbf\u5229\u6027\u53c8\u66f4\u597d\uff0c\u5dee\u5225\u53ea\u662f\u6c92\u8fa6\u6cd5\u532f\u51fa\u518d\u5229\u7528\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/05\/unitv2_output_classifier.gif\" alt=\"\u3010Maker \u73a9 AI\u3011 M5Stack UnitV2 - \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b\" class=\"wp-image-19012\"\/><figcaption class=\"wp-element-caption\">\u7dda\u4e0a\u8a13\u7df4\u5373\u6642\u8a13\u7df4\u5f71\u50cf\u5206\u985e\u7d50\u679c<\/figcaption><\/figure><\/div>\n\n\n<p>\u548c\u524d\u9762\u6240\u4ecb\u7d39\u904e\u7684 AI \u93e1\u982d\u6a21\u7d44 HuskyLens \u6216 PIXETTO \u6709\u6240\u4e0d\u540c\uff0c UnitV2 \u662f\u53ef\u4ee5\u771f\u6b63\u505a\u5230\u7269\u4ef6\u5075\u6e2c(Object Detection) \u7684\uff01\u5167\u5efa <a href=\"https:\/\/github.com\/dog-qiuqiu\/Yolo-Fastest\" target=\"_blank\" rel=\"noreferrer noopener\">YOLO-Fastest<\/a> \u8207 <a href=\"https:\/\/github.com\/RangiLyu\/nanodet\" target=\"_blank\" rel=\"noreferrer noopener\">NanoDet<\/a> \u5169\u500b\u6a21\u578b\uff0c\u53ef\u4ee5\u5206\u5225\u5075\u6e2c 20 \u7a2e\u8207 80 \u7a2e\u7269\u4ef6\u985e\u5225\u3002\u7b46\u8005\u904b\u884c NanoDet \u6a21\u578b\u4e26\u5c07\u93e1\u982d\u5c0d\u6e96\u64ad\u653e\u5f71\u7247\u7684\u87a2\u5e55\u9032\u884c\u63a8\u8ad6\u6e2c\u8a66\uff0c\u5373\u4fbf\u8fa8\u8b58\u7684\u901f\u5ea6\u4e26\u4e0d\u5feb\uff0c\u4f46\u8fa8\u8b58\u6548\u679c\u76f8\u7576\u4e0d\u932f\uff0c\u540c\u6642\u6e96\u78ba\u5730\u5075\u6e2c\u4e03\uff5e\u516b\u500b\u7269\u4ef6\u6c92\u554f\u984c\u3002\u82e5\u89ba\u5f97\u5167\u5efa\u9019\u5169\u500b\u6a21\u578b\u4e0d\u6577\u4f7f\u7528\uff0c\u9084\u53ef\u4ee5\u532f\u5165\u81ea\u884c\u8a13\u7df4\u7684\u6a21\u578b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1500\" height=\"710\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/05\/unitv2_output.gif\" alt=\"\u3010Maker \u73a9 AI\u3011 M5Stack UnitV2 - \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b\" class=\"wp-image-19013\"\/><figcaption class=\"wp-element-caption\">NanoDet \u7269\u4ef6\u5075\u6e2c\u63a8\u8ad6\u3002<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u7269\u4ef6\u5075\u6e2c\u8207\u5ba2\u88fd\u5316\u6a21\u578b<\/h2>\n\n\n\n<p>UnitV2 \u6700\u5f37\u5927\u7684\u7279\u9ede\u4e4b\u4e00\uff0c\u5c31\u662f\u53ef\u4ee5\u4f7f\u7528 M5Stack \u514d\u8cbb\u7684\u7dda\u4e0a\u6a21\u578b\u8a13\u7df4\u5de5\u5177 <a href=\"http:\/\/vtraining.m5stack.com\/build\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">V-training<\/a> \u9032\u884c\u5ba2\u88fd\u5316\u7269\u4ef6\u5075\u6e2c\u6a21\u578b\u7684\u8a13\u7df4\uff0c\u8a13\u7df4\u5b8c\u6210\u5f8c\u518d\u4e0b\u8f09\u5230 UnitV2 \u4e0a\u9032\u884c\u63a8\u8ad6\u3002\u8981\u5b8c\u6210\u4e00\u500b\u5ba2\u88fd\u5316\u6a21\u578b\u53ea\u8981\u7c21\u55ae\u5e7e\u500b\u6b65\u9a5f\uff1a<\/p>\n\n\n\n<ol>\n<li>\u767b\u5165\u6216\u8a3b\u518a M5Stack V-training \u96f2\u7aef\u8a13\u7df4\u5e73\u53f0<\/li>\n\n\n\n<li>\u62cd\u651d\u7269\u9ad4\u7684\u7167\u7247\uff08\u53ef\u4f7f\u7528 UnitV2 \u7684\u62cd\u7167\u529f\u80fd\uff09<\/li>\n\n\n\n<li>\u5c07\u7167\u7247\u4e0a\u50b3\u5230 M5Stack V-training<\/li>\n\n\n\n<li>\u5efa\u7acb\u7269\u4ef6\u6a19\u7c64<\/li>\n\n\n\n<li>\u5c0d\u6240\u6709\u7269\u4ef6\u9032\u884c\u6a19\u8a3b<\/li>\n\n\n\n<li>\u8a13\u7df4\u6a21\u578b<\/li>\n\n\n\n<li>\u4e0b\u8f09\u8a13\u7df4\u597d\u7684\u6a21\u578b\u4e0a\u50b3\u5230 UnitV2 \u904b\u884c<\/li>\n<\/ol>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/05\/image-42.png\" alt=\"\u3010Maker \u73a9 AI\u3011 M5Stack UnitV2 - \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b\" class=\"wp-image-19014\" width=\"908\" height=\"444\"\/><figcaption class=\"wp-element-caption\">\u4e0a\u50b3\u7167\u7247\u5230 V-training \u5e73\u53f0<\/figcaption><\/figure><\/div>\n\n\n<p>\u62cd\u651d\u7167\u7247\u53ef\u4ee5\u81ea\u884c\u4f7f\u7528 Webcam \u6216\u662f UnitV2 \u4ecb\u9762\u5de6\u4e0a\u89d2\u7684\u62cd\u7167\u529f\u80fd\u9032\u884c\u62cd\u651d\uff0c\u6bcf\u7a2e\u7269\u9ad4\u7684\u7167\u7247\u6578\u91cf\u81ea\u7136\u662f\u8d8a\u591a\u8d8a\u597d\uff0c\u4f46\u6700\u5c11\u4e5f\u8981\u6709 30 \u5f35\u4ee5\u4e0a\uff0c\u540c\u6642\u6240\u6709\u7167\u7247\u52a0\u7e3d\u7684\u5bb9\u91cf\u5927\u5c0f\u4e0d\u5f97\u8d85\u904e 200MB \uff0c\u4ee5\u514d\u5e73\u53f0\u7121\u6cd5\u8ca0\u8377\u3002\u5728\u6a19\u8a18\u7269\u4ef6\u7684\u904e\u7a0b\u662f\u6700\u82b1\u6642\u9593\u7684\uff0c\u4f46\u82e5\u662f\u5e38\u898b\u7684\u7269\u4ef6\uff0c\u53ef\u4ee5\u9ede\u9078 \u201cLoad AI Model\u201d \u8b93 SSD \u6a21\u578b\u4f86\u5354\u52a9\u524d\u671f\u6a19\u8a18\uff0c\u4f46\u90fd\u9084\u662f\u8981\u9010\u4e00\u6aa2\u9a57\u8cc7\u6599\u6a19\u8a18\u7684\u6b63\u78ba\u6027\uff0c\u9019\u5c07\u6703\u76f4\u63a5\u5f71\u97ff\u6a21\u578b\u7684\u8a13\u7df4\u7d50\u679c\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1340\" height=\"659\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/05\/image-43.png\" alt=\"\u3010Maker \u73a9 AI\u3011 M5Stack UnitV2 - \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b\" class=\"wp-image-19015\"\/><figcaption class=\"wp-element-caption\">\u4f7f\u7528 V-training \u7dda\u4e0a\u5de5\u5177\u9032\u884c\u7269\u4ef6\u6a19\u8a3b<\/figcaption><\/figure><\/div>\n\n\n<p>\u5c07\u6240\u6709\u7167\u7247\u6a19\u8a3b\u5b8c\u5f8c\u9ede\u9078\u4e0b\u4e00\u6b65\u4e26\u78ba\u8a8d\u5f8c\uff0c\u5373\u53ef\u81ea\u52d5\u5730\u5c07\u8cc7\u6599\u4e0a\u50b3\u4e26\u4e14\u9032\u884c\u8a13\u7df4\uff0c\u540c\u6642\u4e5f\u6703\u8f49\u8df3\u5230 Training Task \u5217\u8868\uff0c\u9019\u9801\u9762\u6703\u5217\u51fa\u904e\u5f80\u6240\u6709\u7684\u8a13\u7df4\u6b77\u7a0b\uff0c\u4e26\u4e14\u4e5f\u53ef\u4ee5\u4e0b\u8f09\u65e5\u524d\u8a13\u7df4\u7684\u6a21\u578b\u3002\u7d04\u83ab\u7b49\u5f85\u6578\u5206\u9418\u6a21\u578b\u5373\u5b8c\u6210\u8a13\u7df4\uff0c\u6b64\u6642\u5373\u53ef\u4e0b\u8f09\u6a21\u578b\u4e26\u4e14\u4e0a\u50b3\u5230 UnitV2 \u4e0a\u9032\u884c\u63a8\u8ad6\u56c9\uff01\u5f9e\u7b46\u8005\u7684\u6e2c\u8a66\u7d50\u679c\u53ef\u4ee5\u770b\u51fa\u78ba\u5be6\u53ef\u4ee5\u9806\u5229\u8b58\u5225\u51fa\u7b46\u8005\u6a19\u8a18\u7684\u7269\u4ef6\uff0c\u7136\u800c\u9019\u6574\u8d9f\u6d41\u7a0b\u9084\u4e0d\u9700\u8981\u81ea\u884c\u5beb code \u5462\uff01<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1250\" height=\"595\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2023\/05\/image-44.png\" alt=\"\u3010Maker \u73a9 AI\u3011 M5Stack UnitV2 - \u81ea\u8a02 AI \u6a21\u578b\u597d\u5e6b\u624b\" class=\"wp-image-19016\"\/><figcaption class=\"wp-element-caption\">\u5ba2\u88fd\u5316\u7269\u4ef6\u5075\u6e2c\u6a21\u578b\u904b\u884c\u7d50\u679c<\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u5c0f\u7d50\uff0d\u4f48\u7f72\u7269\u4ef6\u5075\u6e2c\u6a21\u578b\u7684\u597d\u5e6b\u624b<\/h2>\n\n\n\n<p><a href=\"https:\/\/www.icshop.com.tw\/product-page.php?28715\" target=\"_blank\" rel=\"noreferrer noopener\">M5Stack UnitV2<\/a> \u51fa\u5ee0\u5373\u5167\u5efa\u4e86\u591a\u7a2e\u4fbf\u5229\u597d\u7528\u7684 AI \u529f\u80fd\uff0c\u9664\u4e86\u8b93\u4f7f\u7528\u8005\u958b\u7bb1\u5373\u53ef\u7528\u4e4b\u5916\uff0c\u5c0d\u65bc\u9032\u968e\u7684 Maker \u9084\u53ef\u4ee5\u900f\u904e\u5b98\u65b9\u63d0\u4f9b\u7684\u96f2\u7aef\u5de5\u5177\u8a13\u7df4\u5ba2\u88fd\u5316\u7269\u4ef6\u5075\u6e2c\u6a21\u578b\uff0c\u518d\u56de\u982d\u4f48\u7f72\u5728 UnitV2 \u4e5f\u662f\u975e\u5e38\u5bb9\u6613\u7684\u3002\u9019\u5728\u76ee\u524d\u5e02\u5834\u4e0a\u773e\u591a AI Camera \u4e4b\u4e2d\u53ef\u4ee5\u8aaa\u5e7e\u4e4e\u7121\u4eba\u80fd\u8207\u4e4b\u6bd4\u80a9\u3002\u9664\u6b64\u4e4b\u5916 UnitV2 \u751a\u81f3\u53ef\u4ee5\u4f7f\u7528 <a href=\"https:\/\/docs.m5stack.com\/en\/quick_start\/unitv2\/jupyter_notebook\" target=\"_blank\" rel=\"noreferrer noopener\">Jupyter Notebook<\/a> \u958b\u767c\u7a0b\u5f0f\u505a\u984d\u5916\u7684\u5f71\u50cf\u8655\u7406\uff0c\u4ea6\u6216\u9023\u52d5\u63a7\u5236\u5468\u908a\u5143\u4ef6\u8207\u651d\u5f71\u93e1\u982d\u7b49\uff0c\u53ef\u8aaa\u662f\u529f\u80fd\u975e\u5e38\u5f37\u5927\u3002\u5728\u786c\u9ad4\u914d\u7f6e\u9664\u4e86<a href=\"https:\/\/www.icshop.com.tw\/product-page.php?28715\">\u56fa\u5b9a\u93e1\u982d\u7684\u898f\u683c(GC2145)<\/a>\u5916\uff0c\u4e5f\u63d0\u4f9b<a href=\"https:\/\/shop.m5stack.com\/products\/m5stack-unitv2-m12-version-with-cameras\" target=\"_blank\" rel=\"noreferrer noopener\">M12\u53ef\u63db\u93e1\u982d\u7248\u672c(GC2053)<\/a>\uff0c\u6216\u662f\u9810\u7559 USB Type A <a href=\"https:\/\/shop.m5stack.com\/products\/m5stack-unitv2-usb-version-without-camera\" target=\"_blank\" rel=\"noreferrer noopener\">\u5916\u63a5 UVC Webcam \u7248\u672c<\/a>\u7b49\u591a\u7a2e\u9078\u64c7\uff0c\u9069\u7528\u65bc\u5404\u985e\u4e0d\u540c\u60c5\u5883\uff0c\u5c0d\u65bc Maker \u8207\u73a9\u5bb6\u800c\u8a00\u5728\u5ba2\u88fd\u5316 AI \u5c08\u6848\u8207\u6574\u5408\u4e0a\u53ef\u8aaa\u662f\u4e00\u5927\u798f\u97f3\uff01\ud83d\ude04<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\">\n<p>Maker \u73a9 AI \u7cfb\u5217\u5c08\u6b04\u7528\u6df1\u5165\u6dfa\u51fa\u7684\u65b9\u5f0f\uff0c\u4ecb\u7d39 Maker \u5bb9\u6613\u5165\u9580\u7684 AI \u8edf\u786c\u9ad4\u5de5\u5177\uff0c\u4e26\u4e14\u4ee5\u5be6\u969b\u6848\u4f8b\u5f15\u9818\u4e0a\u624b\u3002\u6709\u597d\u7528\u7684 AI \u8edf\u786c\u9ad4\u4e5f\u6b61\u8fce\u7559\u8a00\u8a0e\u8ad6\u5594\uff01<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>M5Stack \u9019\u54c1\u724c\u9664\u4e86\u751f\u7522\u8af8\u591a\u4ee5 ESP32 \u70ba\u6838\u5fc3\u7684\u958b\u767c\u677f\uff08\u5982 CORE\u3001Stick\u3001ATOM\u7b49\u7cfb\u5217\uff09\u5916\uff0c\u4e5f\u6709\u88fd\u4f5c\u4e0d\u5c11\u611f\u6e2c\u6a21\u7d44\u8207\u64f4\u5145\u5468\u908a\uff0c\u9f4a\u5168\u7cfb\u5217\u90fd\u9644\u5e36\u5916\u6bbc\u7d66\u4eba\u7cbe\u7dfb\u611f\u7684\u54c1\u724c\u5370\u8c61\u5916\uff0c\u50f9\u9322\u4e5f\u4e26\u4e0d\u8cb4\uff0c\u5728\u5168\u7403 Maker \u793e\u7fa4\u90fd\u6709\u4e0d\u5c11\u611b\u7528\u8005\u3002<\/p>\n","protected":false},"author":1,"featured_media":19056,"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\/19001"}],"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=19001"}],"version-history":[{"count":8,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/19001\/revisions"}],"predecessor-version":[{"id":19059,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/19001\/revisions\/19059"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media\/19056"}],"wp:attachment":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media?parent=19001"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/categories?post=19001"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/tags?post=19001"},{"taxonomy":"table_tags","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/table_tags?post=19001"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}