{"id":12188,"date":"2021-09-17T17:25:09","date_gmt":"2021-09-17T09:25:09","guid":{"rendered":"https:\/\/www.circuspi.com\/?p=12188"},"modified":"2022-03-08T14:00:55","modified_gmt":"2022-03-08T06:00:55","slug":"openvino-teachable-machine","status":"publish","type":"post","link":"https:\/\/www.circuspi.com\/index.php\/2021\/09\/17\/openvino-teachable-machine\/","title":{"rendered":"OpenVINO \u7d50\u5408 Teachable Machine \u8e66\u51fa\u65b0\u6ecb\u5473\uff01\uff1f"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2021\/09\/\u5de5\u4f5c\u5340\u57df-1-\u8907\u672c-1.jpg\" alt=\"\" width=\"1024\" height=\"540\" \/><\/p>\n\n\n<p><style>\n\/* ###\u5be6\u9a57\u4e0b\u4e00\u5217### *\/\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\">\u4e00\u3001\u524d\u8a00<\/h2>\n\n\n\n<p><strong>1.Teachable Machine<\/strong><\/p>\n\n\n\n<p>Google \u65bc2017\u5e74\u88fd\u4f5c\u4e86<a aria-label=\"undefined (opens in a new tab)\" href=\"https:\/\/teachablemachine.withgoogle.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Teachable Machine<\/a> \u7db2\u9801\u7248\u672c\u7684AI \u8edf\u9ad4\u5de5\u5177\uff0c\u752b\u4e00\u63a8\u51fa\u5c31\u53d7\u5230\u76f8\u7576\u597d\u7684\u597d\u8a55\u8207\u56de\u97ff\uff0c\u539f\u56e0\u5728\u65bc\u9019\u500b\u7db2\u7ad9\u5e7e\u4e4e\u53ef\u4ee5\u4e0d\u9700\u8981\u4efb\u4f55\u8aaa\u660e\u8207\u6558\u8ff0\uff0c\u5c31\u53ef\u4ee5\u81ea\u884c\u6478\u7d22\u641e\u61c2\u539f\u4f86\u7528AI \u5be6\u8e10\u96fb\u8166\u8996\u89ba\u662f\u9019\u9ebc\u4e00\u56de\u4e8b\uff01\u4e4b\u5f8c\u66f4\u65bc2019\u5e74\u63a8\u51faTeachable Machine V2\uff0c\u9664\u4e86\u5c07\u539f\u6709\u7684Image Classification\uff08\u5f71\u50cf\u5206\u985e\uff09\u7531\u56fa\u5b9a\u4e09\u500b\u5206\u985e\u64f4\u5145\u70ba\u81ea\u5b9a\u7fa9\u5206\u985e\u6578\u91cf\uff0c\u4e26\u4e14\u589e\u52a0\u4e86Audio\uff08\u8072\u97f3\uff09\u8207Pose\uff08\u4eba\u9ad4\u59ff\u52e2\uff09\u5169\u500b\u985e\u5225\u7684\u5206\u985e\u5668\uff0c\u6b64\u5916\u66f4\u652f\u63f4\u5c08\u6848\u7684\u5b58\u6a94\u8207\u8f49\u532f\u51fa\u529f\u80fd\uff0c\u4e0d\u4f46\u80fd\u4fdd\u7559\u8cc7\u6599\u65bc\u65e5\u5f8c\u7e7c\u7e8c\u7de8\u8f2f\uff0c\u540c\u6642\u9084\u80fd\u532f\u51faKeras\u3001TensorFlow\u3001tf.js\u7b49\u4e0d\u540c\u683c\u5f0f\u7684\u6a21\u578b\u6a94\u6848\uff0c\u5927\u5e45\u63d0\u9ad8\u4e86\u5f8c\u7e8c\u8f49\u61c9\u7528\u7684\u53ef\u73a9\u6027\uff01<\/p>\n\n\n\n<p><strong>2.OpenVINO<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/KXeBOgqQDc7xNGDnkmHljRKN7Je-b1SRrVLk_AZoOXLNZQz3UO_cbSSHRHoAuC7iWgTuJpNFBoxaTncImKUozvhBl6voI5rcW_RQcMyp68IO4DM6bgLAQcGjcPb7pPmoMS5bL14=s0\" alt=\"https:\/\/software.intel.com\/content\/dam\/develop\/public\/us\/en\/images\/diagrams-infographics\/diagram-v1openvino-homepage-16x9.png\"\/><figcaption><a href=\"https:\/\/docs.openvinotoolkit.org\/latest\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">OpenVINO<\/a> \u57f7\u884c\u6a21\u578b\u6700\u4f73\u5316\u5f8c\u80fd\u8de8\u5e73\u53f0\u4f48\u7f72AI\u63a8\u8ad6(\u5716\u7247\u4f86\u6e90: <a href=\"https:\/\/software.intel.com\/content\/www\/us\/en\/develop\/tools\/openvino-toolkit.html\" target=\"_blank\" rel=\"noreferrer noopener\">Intel<\/a>)<\/figcaption><\/figure><\/div>\n\n\n\n<p><a aria-label=\"undefined (opens in a new tab)\" href=\"https:\/\/docs.openvinotoolkit.org\/latest\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">OpenVINO<\/a> \u70ba<a aria-label=\"undefined (opens in a new tab)\" href=\"https:\/\/www.intel.com.tw\/content\/www\/tw\/zh\/homepage.html\" target=\"_blank\" rel=\"noreferrer noopener\">Intel<\/a>\u65bc2018\u5e74\u63a8\u51fa\u7684AI \u4f48\u7f72\u5de5\u5177\u5957\u4ef6\uff0c\u652f\u63f4\u4e0d\u540c\u6df1\u5ea6\u5b78\u7fd2\u8edf\u9ad4\u6846\u67b6\u5982TensorFlow\u3001PyTorch\u3001Caffe\u7b49\u7684\u6a21\u578b\u8f38\u5165\uff0c\u4e26\u5c0d\u6a21\u578b\u9032\u884c\u6700\u4f73\u5316\u8207\u8abf\u6559\u5f8c\uff0c\u4f48\u7f72\u65bc\u4e0d\u540c\u4f5c\u696d\u7cfb\u7d71\u9032\u884c\u63a8\u8ad6\u3002\u5176\u521d\u7248\u767c\u5e03\u6642\u9593\u548cIntel\u63a8\u51faNCS2(Neural Compute Stick 2)\u7684\u6642\u9593\u9ede\u76f8\u7576\u63a5\u8fd1\uff0c\u800c\u4e00\u76f4\u8b93\u7b46\u8005\u6709\u8457\u300cOpenVINO\u5c31\u662f\u8981\u4f86\u642d\u914dNCS2\u9032\u884cAI\u63a8\u8ad6\u6700\u4f73\u5316\u300d\u7684\u4e00\u7a2e\u932f\u89ba\u3002<\/p>\n\n\n\n<p>\u76f4\u5230\u5f8c\u4f86OpenVINO\u7248\u672c\u6301\u7e8c\u66f4\u65b0\u63d0\u9ad8\u652f\u63f4\u5b8c\u6574\u6027\u8207\u63d0\u9ad8\u4e86\u6613\u7528\u6027\uff0c\u624d\u8b93\u7b46\u8005\u78ba\u5be6\u770b\u6e05\uff0c\u4ee5\u76ee\u524dIntel CPU\/GPU\u7684\u8655\u7406\u6548\u80fd\uff0c\u5df2\u7d93\u8db3\u4ee5\u8ca0\u8377\u591a\u6578\u60c5\u5883\u7684AI\u61c9\u7528\u63a8\u8ad6\u4e86\uff01\u5982\u4e0b\u65b9\u9577\u689d\u5716\u986f\u793a\u8457Intel\u7684\u4e0d\u540c\u4e16\u4ee3\u986f\u793a\u6676\u7247\u5728\u7684AI\u63a8\u8ad6\u6548\u80fd\u6bd4\u8f03\uff0c\u5206\u5225\u4ee5\u7b2c\u4e5d\u4ee3iGPU\u8207\u7b2c12\u4ee3iGPU\u57f7\u884c\u4e0d\u540c\u6a21\u578b\u4e4b\u9593\u7684\u6548\u80fd\u5dee\u7570\u3002\u5176\u4e2d\u5149\u662fGen12\u76f8\u6bd4Gen9\u8dd1FP16\u6a21\u578b\u63a8\u8ad6FPS\u5c31\u5df2\u8d85\u904e\u5169\u500d\u4e4b\u8b5c\uff0c\u82e5\u662f\u5c07\u6a21\u578b\u8f49\u63db\u70baINT8\u9032\u884c\u63a8\u8ad6\u66f4\u53ef\u4ee5\u518d\u5c07\u6548\u80fd\u518d\u62c9\u5347\u81f3\u4e00\u500d\u5de6\u53f3\uff01\u82e5\u8981\u9032\u4e00\u6b65\u4e86\u89e3OpenVINO\u5404AI\u6a21\u578b\u5c0d\u61c9\u4e0d\u540c\u8655\u7406\u5668\u7684\u6548\u80fd\uff0c\u4e5f\u53ef\u4ee5\u53c3\u7167<a aria-label=\"undefined (opens in a new tab)\" href=\"https:\/\/docs.openvinotoolkit.org\/latest\/openvino_docs_performance_benchmarks_openvino.html\" target=\"_blank\" rel=\"noreferrer noopener\">OpenVINO Benchmark Result<\/a>\u3002<\/p>\n\n\n\n<figure><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/TQODB-3gcDSrKDvaoKgzHXAK0VBskord9ivfX3ncs3JFRwTv14HVIRS7h8ulCJcOuog26lhN5B7d1QK1iRyGUCmBca3ksRjtj9MYfO41YVw5JUnmVXt9GpTuaAXYRoj67qGIM9c=s0\" alt=\"https:\/\/miro.medium.com\/max\/700\/0*ZQecOfQjMHIeiYpU.png\"><figcaption>Intel Gen9 \u8207 Gen12 iGPU AI\u63a8\u8ad6\u6548\u80fd\u6bd4\u8f03 (\u5716\u7247\u4f86\u6e90: <a href=\"https:\/\/medium.com\/openvino-toolkit\/accelerate-deep-learning-performance-with-intel-xe-graphics-and-the-intel-distribution-of-b571e619aac8\" target=\"_blank\" aria-label=\"undefined (opens in a new tab)\" rel=\"noreferrer noopener\">OpenVINO-toolkit<\/a>)<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u5206\u5225\u63a5\u89f8\u4e86 Teachable Machine \u8207 <a aria-label=\"undefined (opens in a new tab)\" href=\"https:\/\/docs.openvinotoolkit.org\/latest\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">OpenVINO<\/a> \u4e4b\u5f8c\uff0c\u4e0d\u7981\u8b93\u4eba\u806f\u60f3\uff0c\u662f\u5426\u80fd\u8b93\u9019\u5169\u500b\u7c21\u55ae\u6613\u7528\u7684\u9177\u5de5\u5177\u7d50\u5408\u5728\u4e00\u8d77\uff1f\u4e00\u500b\u8ca0\u8cac\u8655\u7406\u6a21\u578b\u8a13\u7df4\uff0c\u53e6\u4e00\u500b\u8ca0\u8cac\u8655\u7406\u63a8\u8ad6\u8207\u61c9\u7528\uff0c\u82e5\u80fd\u6210\u529f\u4fbf\u53ef\u8b93\u5927\u5925\u4eab\u9f4a\u4eba\u4e4b\u798f\uff0c\u628a\u8907\u96dc\u4e8b\u60c5\u7c21\u55ae\u5316\uff0c\u77ed\u6642\u9593\u5167\u5373\u53ef\u5b8c\u6210\u61c9\u7528\u96db\u5f62\u3002\u4e0d\u56c9\u55e6\u5373\u523b\u4f86\u505a\u6e2c\u8a66\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001OpenVINO \u7d50\u5408 Teachable Machine<\/h2>\n\n\n\n<p>\u6211\u5011\u5148\u5230 Teachable machine \u7db2\u7ad9\u4e0a\u53bb\u8a13\u7df4\u6a21\u578b\uff0c\u81f3\u65bc\u8981\u8fa8\u8b58\u7684\u5f71\u50cf\u5c31\u76f4\u63a5\u5c31\u5730\u53d6\u6750\uff0d\u4f7f\u7528\u6211\u5011\u7684\u96d9\u624b\u505a\u624b\u52e2\u7684\u5206\u985e\u3002\u9019\u88e1\u7b46\u8005\u505a\u4e86\u4e94\u500b\u624b\u52e2\u5206\u985e\uff0c\u5206\u5225\u70ba\u526a\u5200\u3001\u77f3\u982d\u3001\u5e03\u3001\u8b9a\u3001\u4ee5\u53ca\u6578\u5b577\u7684\u624b\u52e2\uff0c\u5404\u53d6\u5f97\u7d04\u7565350\u5f35\u7684\u5f71\u50cf\u8cc7\u6599\u4f5c\u70ba\u8f38\u5165\u7684dataset\u3002\u8a13\u7df4\u53c3\u6578\u5247\u76f4\u63a5\u7528\u9810\u8a2d\u53c3\u6578\uff1a<strong>EPOCH: 50\uff0cBatch Size: 16\uff0cLearning Rate: 0.001<\/strong> \u9032\u884c\u8a13\u7df4\u3002\u6700\u5f8c\u6211\u5011\u5c31\u9078\u64c7Export Model\u5c07\u6a21\u578b\u532f\u51fa\uff0c\u9078\u64c7\u7684\u683c\u5f0f\u70ba TensorFlow Savedmodel \u65b9\u4fbf OpenVINO \u9032\u884c\u8f49\u63db\uff0c\u9806\u5229\u53d6\u5f97\u300cconverted_savedmodel.zip\u300d\u6a94\u6848\u5373\u5b8c\u6210\u6a21\u578b\u8a13\u7df4\u7684\u6b65\u9a5f\u5566\uff01<\/p>\n\n\n\n<figure><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/CzKWKRUhV1pI05jOVlkQ1iVmcsIK_syMiqYrigB19eVVsUiKnHZPixyLw8LgmL8Dr8DOxdyvk4d5qw5nwa71tQoIhicFLK3OZ2Z_GKFM-I91LoQcWhO04j0OR3hipm5Jk_FgKI8=s0\" alt=\"\"\/><figcaption>\u5728Teachable Machine\u8a13\u7df4\u5f71\u50cf\u5206\u985e\u6a21\u578b<\/figcaption><\/figure>\n\n\n\n<p>\u63a5\u8457\u6211\u5011\u8981\u5c07\u5f9e Teachable Machine \u53d6\u5f97\u7684 TensorFlow \u6a21\u578b\u6a94(.pb)\uff0c\u4f7f\u7528 <a aria-label=\"undefined (opens in a new tab)\" href=\"https:\/\/docs.openvinotoolkit.org\/latest\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">OpenVINO<\/a> \u9032\u884c\u8f49\u63db\u3002\u7b46\u8005\u7684\u6e2c\u8a66\u74b0\u70ba Ubuntu20.04 \u4f5c\u696d\u7cfb\u7d71\uff0cOpenVINO Tookit \u4f7f\u75282021.4 LTS\u7248\u672c\uff0c\u8655\u7406\u5668\u70ba Intel i7-1185GRE\uff08\u642d\u8f09Iris Xe\u986f\u793a\u6676\u7247\uff09\u3002\u8981\u5efa\u7f6e OpenVINO \u958b\u767c\u74b0\u5883\u9664\u4e86\u5728\u539f\u751f\u7cfb\u7d71<a aria-label=\"undefined (opens in a new tab)\" href=\"https:\/\/docs.openvinotoolkit.org\/latest\/openvino_docs_install_guides_installing_openvino_linux.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e0b\u8f09\u5b89\u88dd\u5305<\/a>\u57f7\u884c\u6240\u6709\u5957\u4ef6\u7684\u5b89\u88dd\u5916\uff0c\u73fe\u5728\u4e5f\u53ef\u4ee5\u4f7f\u7528<a aria-label=\"undefined (opens in a new tab)\" href=\"https:\/\/docs.openvinotoolkit.org\/latest\/openvino_docs_install_guides_installing_openvino_docker_linux.html\" target=\"_blank\" rel=\"noreferrer noopener\">docker\u5feb\u901f\u5efa\u7f6e<\/a>\u74b0\u5883\uff0c\u904e\u7a0b\u5176\u5be6\u6c92\u4ec0\u9ebc\u96e3\u5ea6\uff0c\u6309\u7167\u5b98\u65b9\u6587\u4ef6\u6307\u5f15Step by Step\u5c31\u53ef\u4ee5\u4e86\uff0c\u6216\u662f\u53c3\u8003Jack\u5927\u7684 <a aria-label=\"undefined (opens in a new tab)\" href=\"https:\/\/makerpro.cc\/2021\/01\/use-docker-to-develop-the-environment-of-openvino\/\" target=\"_blank\" rel=\"noreferrer noopener\">docker\u5efa\u7f6e\u6559\u5b78<\/a>\u90fd\u662f\u5f88\u68d2\u7684\u8cc7\u6e90\uff0c\u9019\u88e1\u5c31\u4e0d\u591a\u505a\u8d05\u8ff0\u4e86\u3002<\/p>\n\n\n\n<p>\u70ba\u4e86\u65b9\u4fbf\u5efa\u7acb\u4e00\u500b\u540d\u70batm\u7684\u8cc7\u6599\u593e\uff0c\u5b58\u653e Teachable machine \u6a21\u578b\u8cc7\u6599\uff0c\u4e26\u4e14\u89e3\u58d3\u7e2e\u5f97\u5230\u300csaved_model.pb\u300d\u8207\u300clabels.txt\u300d\u7b49\u6a94\u6848\u3002<\/p>\n\n\n\n\n\n<p>\u63a5\u8457\u57f7\u884cmodel optimizer\u9032\u884c\u6a21\u578b\u6700\u4f73\u5316\u8f49\u63db\uff0c\u6307\u5b9a\u76ee\u524d\u8cc7\u6599\u593e\u53d6\u5f97pb\u6a94\uff0c\u9019\u908a\u8981\u6ce8\u610finput_shape\u53c3\u6578\u5fc5\u9808\u6307\u5b9a\u70ba[1,224,224,3]\uff0c\u5176\u610f\u7fa9\u70ba[N,H,W,C]\uff1a<\/p>\n\n\n\n<ul><li>N\uff1a\u4e00\u6b21\u6293\u53d6\u591a\u5c11\u6578\u91cf\u7684\u5f71\u50cf\u3002<\/li><li>H\uff1a\u5f71\u50cf\u7684\u9ad8\u5ea6\uff0c\u55ae\u4f4d\u70ba\u8c61\u7d20\u3002<\/li><li>W\uff1a\u5f71\u50cf\u7684\u5bec\u5ea6\uff0c\u55ae\u4f4d\u70ba\u8c61\u7d20\u3002<\/li><li>C\uff1a\u901a\u9053\u6578\u91cf\u3002\u82e5\u662f\u5f69\u8272\u5716\u50cf\u5247\u6709RGB\u4e09\u500b\u901a\u9053\u3002<\/li><\/ul>\n\n\n\n<p>\u4e0a\u8ff0\u82e5N\u70ba\u672a\u77e5\u6578\u503c\uff08\u8ca0\u503c\uff09\u6703\u9020\u6210\u8f49\u63db\u4e0a\u7684\u932f\u8aa4\uff0c\u800c\u5728TensorFlow\u4e0a\u9810\u8a2d\u8f38\u5165\u7684shape\u70ba[-1,224,224,3]\uff0c\u56e0\u6b64\u8981\u624b\u52d5\u9032\u884cshape\u8abf\u6574\u3002\u6b64\u5916\uff0cTeachable Machine \u4f7f\u7528MobileNet \u795e\u7d93\u7db2\u8def\u67b6\u69cb\uff0c\u8f49\u63db\u7684scale \u4f9d\u64da <a aria-label=\"undefined (opens in a new tab)\" href=\"https:\/\/docs.openvinotoolkit.org\/latest\/openvino_docs_MO_DG_prepare_model_convert_model_Convert_Model_From_TensorFlow.html\" target=\"_blank\" rel=\"noreferrer noopener\">OpenVINO\u8f49\u63dbTensorFlow\u6587\u4ef6<\/a> \u5f97\u77e5\u70ba127.5\uff0c\u6211\u5011\u4fbf\u4ee5\u6b64\u6578\u503c\u4ee3\u5165\u3002\u6700\u5f8c\u7b46\u8005\u5e0c\u671b\u53ef\u4ee5\u5f97\u5230\u8f03\u4f73\u7684\u63a8\u8ad6\u901f\u5ea6\uff0c\u5e36\u5165data_type\u53c3\u6578\uff0c\u4e26\u6307\u5b9a\u6a21\u578b\u6b0a\u91cd\u503c\u4ee5FP16\u7684\u6578\u503c\u683c\u5f0f\u9032\u884c\u91cf\u5316\u3002\u8f38\u5165\u4ee5\u4e0b\u6307\u4ee4\u9032\u884c\u6a21\u578b\u8f49\u63db\uff1a<\/p>\n\n\n\n\n\n<p>\u57f7\u884c\u6210\u529f\u5f8c\u6703\u5728\u7576\u524d\u76ee\u9304\u5f97\u5230 IR\uff08Intermediate Representation\uff09\u6a94 saved_model.xml \u8207 saved_model.bin\u3002\u6211\u5011\u5c31\u80fd\u4f7f\u7528\u9019\u500bIR\u6a21\u578b\u4e2d\u7e7c\u6a94\u5728 OpenVINO \u4e0a\u9032\u884c\u63a8\u8ad6\u3002<\/p>\n\n\n\n<p>\u63a8\u8ad6\u7684\u90e8\u5206\u5728\u908a\u7de3\u88dd\u7f6e\u7684\u63a8\u8ad6\u6211\u5011\u4f7f\u7528 OpenVINO toolkit \u5167\u5efa\u7684 Classification \u7684 Demo \u4f86\u505a\u6e2c\u8a66\uff0c\u770b\u770b\u5be6\u969b\u7d50\u679c\u5982\u4f55\u3002\u56e0\u5f71\u50cf\u5206\u985e Demo \u76ee\u524d\u50c5\u63d0\u4f9bC++\u8a9e\u8a00\u7248\u672c\uff0c\u6211\u5011\u9700\u8981\u5148\u884c\u505a\u7de8\u8b6f\uff1a<\/p>\n\n\n\n\n\n<p>\u7de8\u8b6f\u5b8c\u6210\u5f8c\u6703\u770b\u5230\u63d0\u793a\u8a0a\u606f\u8aaa\u660e\u53ef\u57f7\u884c\u6a94\u7684\u8def\u5f91\uff0c\u540c\u6642\u6211\u5011\u5c07\u984d\u5916\u7684\u624b\u52e2\u7167\u7247\u5b58\u653e\u5230~\/tm\/pic\u7684\u8def\u5f91\uff0c\u8b93\u7bc4\u4f8b\u7a0b\u5f0f\u53ef\u4ee5\u7528\u9019\u4e9b\u5716\u50cf\u4f5c\u70ba\u6e2c\u8a66\u8cc7\u6599\u3002\u57f7\u884c\u4e0b\u65b9\u6307\u4ee4\u555f\u52d5\u7bc4\u4f8b\u7a0b\u5f0f\uff0c\u76f8\u95dc\u53c3\u6578\u8aaa\u660e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul><li>-i\uff1a &lt;\u5fc5\u8981\u53c3\u6578&gt;\uff0c\u8f38\u5165\u5f71\u50cf\u8cc7\u6599\u7684\u6a94\u6848\u8def\u5f91\u6216\u8cc7\u6599\u593e\u8def\u5f91<\/li><li>-m\uff1a&lt;\u5fc5\u8981\u53c3\u6578&gt;\uff0cIR\u6a21\u578b\u6a94xml\u7684\u6a94\u6848\u8def\u5f91<\/li><li>-labels\uff1a&lt;\u5fc5\u8981\u53c3\u6578&gt;\uff0c\u5206\u985e\u6a19\u7c64\u6587\u5b57\u6a94\u7684\u8def\u5f91<\/li><li>-d\uff1a\u57f7\u884c\u63a8\u8ad6\u7684\u786c\u9ad4\u88dd\u7f6e\u9032\u884c\u63a8\u8ad6\uff0c\u53ef\u9078CPU, GPU\uff0c\u4e5f\u53ef\u4ee5\u8a2d\u5b9aMULTI:CPU,GPU\u540c\u6642\u4f7f\u7528CPU\u8207GPU\u57f7\u884c\u63a8\u8ad6\u3002\u9810\u8a2d\u70baCPU\u3002<\/li><li>-time\uff1a\u91cd\u8907\u57f7\u884c\u63a8\u8ad6\u7684\u6642\u9593\uff0c\u9810\u8a2d\u70ba-1\uff0c\u4ee3\u8868\u57f7\u884c\u5230\u4f7f\u7528\u8005\u4e2d\u65b7\u70ba\u6b62\u3002<\/li><li>-no_show\uff1a\u4e0d\u986f\u793a\u5f71\u50cf\u63a8\u8ad6\u7d50\u679c\u3002<\/li><li>-nt\uff1a\u53d6\u5f97\u524dn\u500b\u6700\u5927\u53ef\u80fd\u7684\u985e\u5225\uff0c\u9810\u8a2d\u70ba5\u3002<\/li><\/ul>\n\n\n\n\n\n<p>\u5f85\u6a21\u578b\u8f09\u5165\u5f8c\u6703\u8df3\u51fa\u4e00\u500b\u5716\u5f62\u5316\u8996\u7a97\uff0c\u986f\u793a\u8457\u76ee\u524d\u9032\u884c\u5f71\u50cf\u5206\u985e\u8b58\u5225\u7684\u7d50\u679c\u3002\u6211\u5011\u53ef\u4ee5\u770b\u5230\u5927\u90e8\u5206\u5224\u5b9a\u7684\u7d50\u679c\u662f\u7b26\u5408\u6211\u5011\u7684\u9810\u671f\u7684\uff0c\u800c\u5c11\u90e8\u5206\u5224\u5b9a\u932f\u8aa4\u7684\u5716\u50cf\u7d93\u6e2c\u8a66\u5f8c\u662f\u5728 <a href=\"https:\/\/teachablemachine.withgoogle.com\/\" target=\"_blank\" aria-label=\"undefined (opens in a new tab)\" rel=\"noreferrer noopener\">Teachable Machine<\/a> \u4e0a\u5c31\u8fa8\u8b58\u5ea6\u4e0d\u4f73\u7684\u5716\u7247\uff0c\u6574\u9ad4\u800c\u8a00\u63a8\u8ad6\u5206\u985e\u7d50\u679c\u4ee4\u4eba\u6eff\u610f\uff01<\/p>\n\n\n\n<p>\u5de6\u4e0a\u89d2\u540c\u6642\u986f\u793a\u8457\u7576\u524d\u7684\u6548\u80fd\u6307\u6a19Latency\u8207FPS\uff0c\u56e0\u70ba\u9700\u8981\u984d\u5916\u8655\u7406\u5f71\u50cf\u8f38\u51fa\u7684\u8fa8\u8b58\u7d50\u679c\uff0c\u9019\u6703\u964d\u4f4e\u975e\u5e38\u591aFPS\uff0c\u6240\u4ee5\u6b64\u6578\u503c\u50c5\u80fd\u505a\u53c3\u8003\u4e4b\u7528\u3002\u82e5\u60f3\u8981\u77e5\u9053\u4e0d\u505a\u8f38\u51fa\u5f71\u50cf\u7684\u6548\u80fd\u53ef\u4ee5\u6bcf\u79d2\u5e7e\u5f35\u5716\u50cf\uff0c\u53ea\u8981\u5728\u525b\u525b\u57f7\u884c\u7684\u547d\u4ee4\u5f8c\u9762\uff0c\u518d\u52a0\u4e0a-no_show \u2013time 10\uff0c\u610f\u601d\u5c31\u662f\u4e0d\u8f38\u51fa\u63a8\u8ad6\u7684\u5f71\u50cf\uff0c\u4e26\u4e14\u5728\u6a21\u578b\u555f\u52d5\u63a8\u8ad610\u79d2\u5f8c\u7d50\u675f\u7a0b\u5f0f\u3002\u7576DEMO\u7a0b\u5f0f\u8fd4\u56de\u6642\u5c31\u6703\u986f\u793aLatency\u8207FPS\uff0c\u7b46\u8005\u5728\u50c5\u4f7f\u7528GPU\u7684\u60c5\u6cc1\u4e0b\uff0c\u6548\u80fd\u6e2c\u6642\u5f97\u5230\u7684\u7d50\u679c\u5c31\u9ad8\u9054<strong>654.9 FPS<\/strong>\u8207<strong>7.2 ms<\/strong> Latency\uff01<\/p>\n\n\n\n<p>\u6b64\u5916\u518d\u88dc\u5145\u4e00\u9ede\uff0c\u82e5\u6211\u5011\u5728 <a aria-label=\"undefined (opens in a new tab)\" href=\"https:\/\/teachablemachine.withgoogle.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Teachable Machine<\/a> \u4e0a\u8a13\u7df4\u7684\u5f71\u50cf\u5206\u985e\u6578\u91cf\u5c11\u65bc5\u500b\u5206\u985e\uff0c\u5728\u57f7\u884cDEMO\u7a0b\u5f0f\u6642\u53ef\u80fd\u6703\u51fa\u73fe\uff02[ ERROR ] The model provides 2 classes, but 5 labels are requested to be predicted\uff02\u6b64\u932f\u8aa4\u8a0a\u606f\uff0c\u539f\u56e0\u5728\u65bcDEMO\u7a0b\u5f0f\u9810\u8a2d\u6703\u53bb\u6293\u53d6\u53ef\u80fd\u6027\u6700\u9ad8\u7684\u524d5\u500b\u5206\u985e\uff0c\u800c\u5be6\u969b\u6a21\u578b\u8f38\u51fa\u7684\u5206\u985e\u6578\u91cf\u537b\u5c11\u65bc5\u500b\u5206\u985e\u800c\u7522\u751f\u932f\u8aa4\u3002\u53ef\u4ee5\u518d\u52a0\u4e0a\u53c3\u6578\u201d-nt 1\u201d\u6307\u5b9aDEMO\u7a0b\u5f0f\u53ea\u53d6\u5f97\u53ef\u80fd\u6027\u6700\u9ad8\u7684\u5206\u985e\u5373\u53ef\u3002<\/p>\n\n\n\n<figure><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/zWCc570A7snIxCh9iWJTakcYhZQNjAGHXERuwpEWw2N7ovV1qOdUFDPw85G3KL4nHVqsoliNxp0fyppgITAah3MQQ1HBM_y7ntJJ6yQnEsdvd28hIzfgS6oJZce1wDOGexMrxG4=s0\" alt=\"\"\/><figcaption>Image classification\u63a8\u8ad6\u6e2c\u8a66\u7d50\u679c<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u5c0f\u7d50<\/h2>\n\n\n\n<p>\u5404\u4f4d\u770b\u904e\u4ee5\u4e0a\u6d41\u7a0b\u4e4b\u5f8c\uff0c\u662f\u4e0d\u662f\u89ba\u5f97\u8a13\u7df4\u5f71\u50cf\u5206\u985e\u6a21\u578b\u4e26\u4e14\u4f48\u7f72\u5728\u81ea\u5df1\u7684\u88dd\u7f6e\u4e0a\u57f7\u884c\u4e0d\u518d\u9059\u4e0d\u53ef\u53ca\uff0c\u800c\u4e14\u662f\u65e2\u7c21\u55ae\u53c8\u5bb9\u6613\u7684\u4e8b\uff01\u85c9\u7531\u9019\u985e\u7c21\u55ae\u5de5\u5177\u7d44\u4ef6\u5e6b\u52a9\u6211\u5011\u5b8c\u6210\u908a\u7de3\u904b\u7b97\u7684\u8a13\u7df4\u3001\u8f49\u63db\u3001\u5230\u4f48\u7f72\u7e3d\u9ad4\u6642\u9593\u7d04\u7565\u5728\u534a\u5c0f\u6642\u5167\u5373\u53ef\u5b8c\u6210\u3002\u96d6\u7136\u8ddd\u96e2\u5be6\u969b\u61c9\u7528\u53ef\u80fd\u9084\u6709\u4e00\u5c0f\u6bb5\u5dee\u8ddd\uff0c\u4f46\u85c9\u7531\u628a\u8907\u96dc\u7684\u4e8b\u60c5\u62c6\u89e3\u6210\u5404\u500b\u7c21\u55ae\u7684\u7d44\u4ef6\u8207\u4efb\u52d9\uff0c\u77ed\u6642\u9593\u5167\u5c31\u80fd\u7d9c\u89c0\u5168\u5c40\u800c\u627e\u5230\u5c0d\u7684\u65b9\u5411\u52aa\u529b\uff0c\u5404\u4f4d\u8166\u4e2d\u662f\u5426\u5df2\u6d6e\u73fe\u51fa\u5404\u7a2e\u61c9\u7528\u53ef\u80fd\u6027\u7684\u60f3\u50cf\u4e86\u5462\uff01\uff1f<\/p>\n\n\n\n<p class=\"has-text-align-right\"><p>\uff08\u672c\u7bc7\u540c\u6b65\u520a\u767b\u65bc <a aria-label=\"undefined (opens in a new tab)\" href=\"https:\/\/makerpro.cc\/2021\/07\/combine-openvino-with-teachable-machine-to-create-a-new-tool\/\" target=\"_blank\" rel=\"noreferrer noopener\">MakerPro<\/a>\uff09<\/p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u5bb6\u662f\u4e0d\u662f\u5728\u5206\u5225\u63a5\u89f8\u4e86Teachable Machine\u8207OpenVINO\u4e4b\u5f8c\uff0c\u4e0d\u7981\u6703\u806f\u60f3\u300c\u662f\u5426\u80fd\u8b93\u9019\u5169\u500b\u7c21\u55ae\u6613\u7528\u7684\u9177\u5de5\u5177\u7d50\u5408\u5728\u4e00\u8d77\uff1f\u300d\u4e00\u500b\u8ca0\u8cac\u8655\u7406\u6a21\u578b\u8a13\u7df4\uff0c\u53e6\u4e00\u500b\u8ca0\u8cac\u8655\u7406\u63a8\u8ad6\u8207\u61c9\u7528\uff0c\u82e5\u80fd\u6210\u529f\u4fbf\u53ef\u8b93\u5927\u5925\u4eab\u9f4a\u4eba\u4e4b\u798f\uff0c\u628a\u8907\u96dc\u4e8b\u60c5\u7c21\u55ae\u5316\uff0c\u77ed\u6642\u9593\u5167\u5373\u53ef\u5b8c\u6210\u61c9\u7528\u96db\u5f62\u3002\u73fe\u5728\u5c31\u548c\u6211\u5011\u4e00\u8d77\u4e00\u63a2\u7a76\u7adf\u5427\uff01<\/p>\n","protected":false},"author":1,"featured_media":12464,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[191,238],"tags":[42,225,224],"table_tags":[],"_links":{"self":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/12188"}],"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=12188"}],"version-history":[{"count":33,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/12188\/revisions"}],"predecessor-version":[{"id":12509,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/12188\/revisions\/12509"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media\/12464"}],"wp:attachment":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media?parent=12188"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/categories?post=12188"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/tags?post=12188"},{"taxonomy":"table_tags","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/table_tags?post=12188"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}