{"id":17767,"date":"2022-11-16T10:00:00","date_gmt":"2022-11-16T02:00:00","guid":{"rendered":"https:\/\/www.circuspi.com\/?p=17767"},"modified":"2022-11-15T12:32:11","modified_gmt":"2022-11-15T04:32:11","slug":"azure-custom-vision-object-detection","status":"publish","type":"post","link":"https:\/\/www.circuspi.com\/index.php\/2022\/11\/16\/azure-custom-vision-object-detection\/","title":{"rendered":"Azure Custom Vision \u6559\u5b78(\u4e09)\uff1a\u8a13\u7df4 Object Detection \u7269\u4ef6\u5075\u6e2c AI \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\/11\/1000x526-2.jpg\" alt=\"Azure Custom Vision \u6559\u5b78(\u4e09)\uff1a\u8a13\u7df4 Object Detection \u7269\u4ef6\u5075\u6e2c AI \u6a21\u578b\" class=\"wp-image-17901\"\/><\/figure>\n\n\n\n<p>\u5728<a href=\"https:\/\/www.circuspi.com\/?s=Azure+Custom+Vision+%E6%95%99%E5%AD%B8\" target=\"_blank\" rel=\"noreferrer noopener\">Azure Custom Vision \u6559\u5b78(\u4e00)\u8207(\u4e8c)<\/a>\u4e2d\uff0c\u6211\u5011\u6e2c\u8a66\u4e86 <a href=\"https:\/\/azure.microsoft.com\/zh-tw\/products\/cognitive-services\/custom-vision-service\/\" target=\"_blank\" rel=\"noreferrer noopener\">Azure Custom Vision<\/a> \u7684 Classification\uff0c\u6548\u679c\u76f8\u7576\u4e0d\u932f\uff0c\u4eca\u5929\u6211\u5011\u5c07\u6e2c\u8a66 Object Detection\uff0c\u8981\u5728 MCU \u4e0a\u5be6\u73fe Object Detection \u6703\u56e0\u70ba\u6548\u80fd\u95dc\u4fc2\uff0c\u53ef\u8aaa\u662f\u975e\u5e38\u56f0\u96e3\uff0c\u76ee\u524d\u89e3\u6c7a\u65b9\u6848\u5c31\u662f\u5c07\u904b\u7b97\u4ea4\u7d66\u96f2\u7aef\u670d\u52d9\uff0c\u96f2\u7aef\u904b\u7b97\u53ef\u4ee5\u81ea\u5df1\u67b6\u8a2d\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u5404\u5927\u96f2\u7aef\u5e73\u53f0\u7684\u670d\u52d9\uff0c\u5404\u6709\u512a\u7f3a\u9ede\uff0c\u7576\u7136\u5982\u679c\u6548\u80fd\u8db3\u5920\uff0c\u8cbb\u7528\u5408\u7406\u7684\u60c5\u6cc1\u4e0b\uff0c\u4f7f\u7528\u6280\u8853\u6210\u719f\u7684\u96f2\u7aef\u670d\u52d9\u6703\u6bd4\u8f03\u6709\u4fdd\u969c\uff08Azure\u3001GCP\u3001AWS \u7b49\uff09\uff0c\u4e8b\u4e0d\u5b9c\u9072\uff0c\u5c31\u8b93\u6211\u5011\u958b\u59cb\u5427\uff01\u256d(\u2032\u25bd`)\u256d(\u2032\u25bd`)\u256f<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u4ec0\u9ebc\u662f\u7269\u4ef6\u8fa8\u8b58\uff08Object Detection\uff09\uff1f<\/h2>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/AfRwFh9iS0HJGhyixQwnMKdreGGztPauCqkISsIOJ92C9LGJ6RhR-WmX7m8C-zDJ2Wt8HzFdj-bOOXHqI63kuNy9zeVQzA3mjEuhFvx00MrOuSWqjkF3DuSibC7KlUFQX4_sEBbQVrAZg354u-yjuEIX0yQ2XicrqLakxLti8e-qzVqEUFqpKQo3Sw\" alt=\"Azure Custom Vision \u6559\u5b78(\u4e09)\uff1a \u8a13\u7df4 Object Deteion \u7269\u4ef6\u5075\u6e2c AI \u6a21\u578b\"\/><\/figure><\/div>\n\n\n\n<p>\u76ee\u524d\u4eba\u5de5\u667a\u6167\uff08AI\uff09\u5728\u5f71\u50cf\u8fa8\u8b58\u9818\u57df\u4e3b\u8981\u7684\u61c9\u7528\u5927\u81f4\u5206\u70ba\uff1a\u300c\u5f71\u50cf\u5206\u985e\uff08image classification\uff09\u300d\u3001\u300c\u7269\u4ef6\u5075\u6e2c\uff08object detection\uff09\u300d\u3001\u300c\u8a9e\u7fa9\u5206\u5272\uff08semantic segmentation\uff09\u300d\u3002<\/p>\n\n\n\n<ul><li>\u5f71\u50cf\u5206\u985e\uff1a\u9867\u540d\u601d\u7fa9\u5c31\u662f\u5c07\u5f71\u50cf\u9032\u884c\u985e\u5225\u7be9\u9078\uff0c\u900f\u904e\u6df1\u5ea6\u5b78\u7fd2\u65b9\u6cd5\u8fa8\u8b58\u5716\u7247\u5c6c\u65bc\u54ea\u7a2e\u5206\u985e\u985e\u5225\uff0c\u5176\u4e3b\u8981\u91cd\u9ede\u5728\u65bc\u4e00\u5f35\u5716\u50cf\u53ea\u5305\u542b\u4e00\u7a2e\u985e\u5225\uff0c\u5373\u4f7f\u8a72\u5f71\u50cf\u5167\u5bb9\u53ef\u80fd\u6709\u591a\u500b\u76ee\u6a19\u7269\u3002<\/li><\/ul>\n\n\n\n<ul><li>\u7269\u4ef6\u5075\u6e2c\uff1a\u70ba\u4e00\u5f35\u5f71\u50cf\u5167\u53ef\u4ee5\u6709\u4e00\u6216\u591a\u500b\u76ee\u6a19\u7269\uff0c\u76ee\u6a19\u7269\u4e5f\u53ef\u4ee5\u662f\u5c6c\u65bc\u4e0d\u540c\u985e\u5225\uff0c\u4e26\u4e14\u53ef\u5f97\u77e5\u6b64\u7269\u4ef6\u5728\u5f71\u50cf\u4e2d\u7684\u4f4d\u7f6e\u3002<\/li><li>\u8a9e\u7fa9\u5206\u5272\uff1a\u70ba\u6bcf\u500b\u50cf\u7d20\u9032\u884c\u5206\u985e\uff0c\u4ee5\u9054\u5230\u7269\u4ef6\u53ef\u88ab\u7cbe\u7d30\u5207\u5272\u51fa\u8f2a\u5ed3\uff0c\u4f46\u76f8\u540c\u985e\u5f62\u7269\u4ef6\u91cd\u758a\u6642\u6703\u88ab\u5206\u5728\u540c\u4e00\u985e\u50cf\u7d20\u800c\u7121\u6cd5\u6b63\u78ba\u5206\u5272\u51fa\u7269\u4ef6\u7684\u6578\u91cf\u3002<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u5efa\u7acb\u65b0\u5c08\u6848\uff0c\u9032\u5165<a href=\"https:\/\/www.customvision.ai\/projects\">\u81ea\u8a02\u8996\u89ba\u5165\u53e3\u7db2\u7ad9<\/a><\/h2>\n\n\n\n<blockquote class=\"wp-block-quote\"><p>\u5c0f\u63d0\u793a<\/p><cite>\u5f37\u70c8\u5efa\u8b70\u4f7f\u7528 <a href=\"https:\/\/www.google.com\/intl\/zh-TW\/chrome\/\" target=\"_blank\" rel=\"noreferrer noopener\">Google Chrome<\/a> \u64cd\u4f5c\uff0c\u907f\u514d\u767c\u751f\u7570\u5e38\u3002<\/cite><\/blockquote>\n\n\n\n<p>1. \u53c3\u8003\u4e0b\u5716\u65b0\u589e\u7269\u4ef6\u8fa8\u8b58\uff08Object Detection\uff09\u5c08\u6848<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/pfe8t6K8kk4ZSQ8x521yp4EiO85KhFSWMOhWxWW4Mzx__KsX3X2Clyn38VX5H28qxmQQdvYtAqMDsbjojqb8OV9fyUv4VqfBAV3lwI3YvI9QBTVq98lvOqKy_PEd8Ex9oq9lvjn8oj4r0elqGQH_JbGf5F2M11GWhfR0zy3GGK1_yXTV5a6dh35rmQ\" alt=\"Azure Custom Vision \u6559\u5b78(\u4e09)\uff1a \u8a13\u7df4 Object Deteion \u7269\u4ef6\u5075\u6e2c AI \u6a21\u578b\" width=\"867\" height=\"761\"\/><\/figure><\/div>\n\n\n\n<p>2. \u4e0a\u50b3\u5716\u7247\u5230\u96f2\u7aef\u5e73\u53f0\uff0c\u9019\u6b21\u6211\u5011\u4e00\u6a23\u4f7f\u7528\u4e09\u500b\u985e\u4e00\u500b\u985e\u5927\u7d04 40 \u500b\u6a19\u7c64<\/p>\n\n\n\n<ul><li>Dinosaur\uff08\u6050\u9f8d\uff09 x 40<\/li><li>Ghost\uff08\u9b3c\u9b42\uff09x 40<\/li><li>Shark\uff08\u9bca\u9b5a\uff09x 40<\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/oCaQu70YrJHsX5OUUz0xoRW808ufoz9Qro5NZ11MP_FG8kzdq0J0Yd2U7MHo5UYvNHEXqTLQfPXE6kJ5nvsZRHac4tXBkuzT2Rhg-VjQSpMvgQHJxey5Z9KBRywO1ulXCE1V1ItbyWiTamvRX2Iisv-E0SZYIotZokOeo0ZNCtOIa0zHTsdFLa6bHQ\" alt=\"Azure Custom Vision \u6559\u5b78(\u4e09)\uff1a \u8a13\u7df4 Object Deteion \u7269\u4ef6\u5075\u6e2c AI \u6a21\u578b\"\/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/0IWl9hwEoNzQGq3uc-NjKehUCGCcHwYHypjwBKX_MSh0XqkJ0hGmpHbuKjwq8_GJ_g5HO2TIoIsQ9goSOBa9BivmsK-74fccZcLJZQElmiAgyXoFpw78eSazr0T0Qd9dMTOxMX74WDTh6_iMYtTGWFLGTNVnXKtC5yldkIgGGq3JZTRpexKGTmb7Vw\" alt=\"Azure Custom Vision \u6559\u5b78(\u4e09)\uff1a \u8a13\u7df4 Object Deteion \u7269\u4ef6\u5075\u6e2c AI \u6a21\u578b\"\/><\/figure><\/div>\n\n\n\n<p>3. \u5c07\u6bcf\u5f35\u5716\u7247\u6bcf\u500b\u7269\u4ef6\u6a19\u4e0a\u6a19\u7c64\uff0c\u9019\u88e1\u6709\u4e00\u9ede\u975e\u5e38\u65b9\u4fbf\uff0c\u5728\u6a19\u6a19\u7c64\u6642\u7cfb\u7d71\u6703\u8f14\u52a9\u8fa8\u8b58\u7269\u4ef6\u7684\u908a\u7de3\u7bc4\u570d\uff0c\u81ea\u52d5\u5e6b\u4f60\u9810\u89bd\u7269\u4ef6\u908a\u6846\uff0c\u57fa\u672c\u4e0a\u9810\u6e2c\u5f97\u7b97\u883b\u6e96\u78ba\u7684\uff08\u4e5f\u53ef\u80fd\u662f\u56e0\u70ba\u80cc\u666f\u6bd4\u8f03\u55ae\u7d14\uff09\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/pgtmS66l0HELXMV8ubGLNck_FHV7gKuvpKQdm0owkuU-M6jsIPid_hVwZmUjxLGVVFJW5oA7ggHbjW037HZicO29L664DgNeJt20T6FI1oTaatYx9zfaqkdNsqH-_K9qFZCR9He2NoXZh_l0U6PpFL4oyJTWR35A9L7NojzuFstCZYJRDPIAkbRrOw\" alt=\"Azure Custom Vision \u6559\u5b78(\u4e09)\uff1a \u8a13\u7df4 Object Deteion \u7269\u4ef6\u5075\u6e2c AI \u6a21\u578b\"\/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u8a13\u7df4\u6a21\u578b<\/h2>\n\n\n\n<p>1. \u9078\u53d6\u300c\u8a13\u7df4\u300d(Train)<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/ChrE3xflPfFIcFBX8Q0eu4cg5DkrsZkE0Xgx_gYCFUj0a0cRQlWwrDEX3GLIuNUxVZb2YPMdoLZcOqa2cYrfWdde_NYT7DnqGqHsMd1gCxRmJ3LYXWd7LtrRLRCTx9nN3j3U22S764CzSdkBR818WQ5_SVZErLk83BGip7JZFfiHmmqTIz0lAwNb6g\" alt=\"Azure Custom Vision \u6559\u5b78(\u4e09)\uff1a \u8a13\u7df4 Object Deteion \u7269\u4ef6\u5075\u6e2c AI \u6a21\u578b\"\/><\/figure><\/div>\n\n\n\n<p>2. \u9078\u64c7\u300c\u5feb\u901f\u8a13\u7df4\u300d<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/jPCimG46I0Fl21rhuFPyWOQrVbgNoHBuaBklE2sQ2qHK901K0AYCgC4OwziguRnJUSEkybYMW4BaeXCl9M5dEOzi3vAz58iNBqhpbZxPkGI-uUiRKlNKt4FwyhciCQgXLG7vQmLbbjUzBUvttGdfj7N39pwZfsgSDZ2z2z4vCOl395mEjj5xVGDRiQ\" alt=\"Azure Custom Vision \u6559\u5b78(\u4e09)\uff1a \u8a13\u7df4 Object Deteion \u7269\u4ef6\u5075\u6e2c AI \u6a21\u578b\"\/><\/figure><\/div>\n\n\n\n<p>3. \u7b49\u5f85\u8a13\u7df4\u5b8c\u6210<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/VEbS8oMQrj1m18sOEBqwYMJCcJHI6Ib00fweYcR0QMIBVi3KvZTOVcYcsoyoZUSBb_BBZOAMqTG8XzHri-5W01gqxTN2xB6t1ktKArxp7Q5eZc0zOK7nuIM16os7VuMuY9A1iK2FXSF6t27WRJw6JPE_tSdtVv4JWtKk_FxBtLSmELa9Ej3wtMYLTg\" alt=\"\"\/><\/figure><\/div>\n\n\n\n<p>4. \u6574\u9ad4\u8a13\u7df4\u7d50\u679c\u5982\u4e0b\uff0c\u9bca\u9b5a\u6e96\u78ba\u5ea6\u504f\u4f4e\uff0c\u53ea\u6709 66%<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/nthoGk4qHRxdc3gxalqv9Wux7jDRuG2ZC61GPJBk1B0PXhG-NPnW0ojP2xlngQxEH4rtlBVHF1_UCWqM5IwW701q_0W4oePttCv8mokQpfg1iY6xwvDX6KBjZ4zQ3LPzQ5qvCtQugLMBvOLcnzrcrzLe7sAnCQtSEFDxecA3UtF65O2_aZ0y9xHT-g\" alt=\"Azure Custom Vision \u6559\u5b78(\u4e09)\uff1a \u8a13\u7df4 Object Deteion \u7269\u4ef6\u5075\u6e2c AI \u6a21\u578b\"\/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5be6\u969b\u6e2c\u8a66<\/h2>\n\n\n\n<p>1. \u4f7f\u7528\u5e73\u53f0\u4e2d\u7684\u5feb\u901f\u6e2c\u8a66\u6a21\u5f0f<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/RkYRkTkJ2zyeRuay31NbhKm8IM1v82Mi-FSTYwlevam6MdWOqFOlqJsZVi1_rTQdjKeo-ZdIplAqE6aZFp8gvCZkfOieKy8twh9DDo71Yv3HUSDTCuZwNTKos6_nrVciyq6DQ50O9JsCbJGNiPQx_LRroTaevyfQtPtYCIU2xcy3IF7LK0yJAIEtyg\" alt=\"Azure Custom Vision \u6559\u5b78(\u4e09)\uff1a \u8a13\u7df4 Object Deteion \u7269\u4ef6\u5075\u6e2c AI \u6a21\u578b\"\/><\/figure><\/div>\n\n\n\n<p>2. \u4f7f\u7528 REST API \u6e2c\u8a66\uff0cAPI \u6703\u56de\u50b3\u4fe1\u5fc3\u5ea6\u3001Bounding Box\uff0c\u4f46\u7f3a\u9ede\u662f API \u7121\u6cd5\u8a2d\u5b9a\u4fe1\u5fc3\u5ea6\u9580\u6abb\uff0c\u5c0e\u81f4\u56de\u50b3\u6240\u6709\u4fe1\u5fc3\u5ea6 Bounding Box\uff0c\u5e0c\u671b\u9019\u9ede\u4e4b\u5f8c\u53ef\u4ee5\u6539\u5584\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/Po2MpVYjdyEhuGm2mm5JXt19mVdoWcog0LAxCV2prTO3teQhhjdX7HSqMxtMWTq6w8JoLxBHHn57YzFe8cv2tcjf5uI0iUTiUOUW1VPrpxXicQeVizI62c97slXZhLjXOPTp93Evoo7Sa9PfFMQaFCOh_lQIz-d8JRu3LynyiFpYEE5mAvgibh40qA\" alt=\"Azure Custom Vision \u6559\u5b78(\u4e09)\uff1a \u8a13\u7df4 Object Deteion \u7269\u4ef6\u5075\u6e2c AI \u6a21\u578b\"\/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u5c0f\u7d50<\/h2>\n\n\n\n<p>\u4ee5\u4e0a\u5c31\u662f\u4f7f\u7528 Azure Custom Vision Object Detection\uff0c\u64cd\u4f5c\u65b9\u5f0f\u8ddf Classification \u529f\u80fd\u5dee\u4e0d\u591a\uff0c\u6a19\u7c64\u6709\u8f14\u52a9\u63d0\u793a\u9019\u9ede\u975e\u5e38\u65b9\u4fbf\uff0c\u4f46\u662f API \u7121\u6cd5\u8abf\u6574\u4fe1\u5fc3\u5ea6\u95a5\u503c\uff0c\u9019\u9ede\u7a0d\u5fae\u53ef\u60dc\u4e86\uff0cHTTPS \u767c\u9001\u6574\u9ad4\u7684\u5ef6\u9072\u5927\u7d04\u55ae\u6b21 1.5 \u79d2\uff0c\u9084\u7b97\u4e0d\u932f\uff0c\u4e0b\u6b21\u6211\u5011\u5c07\u6703\u4f7f\u7528 Object Detection \u642d\u914d Pixel:Bit\uff0c\u5be6\u969b\u5728 MCU \u4e0a\u4f7f\u7528 <a href=\"https:\/\/azure.microsoft.com\/zh-tw\/get-started\/azure-portal\" target=\"_blank\" rel=\"noreferrer noopener\">Azure<\/a> \u96f2\u7aef\u670d\u52d9\uff0c\u6211\u5011\u4e0b\u6b21\u898b~<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u7bc7\u6587\u7ae0\u5c07\u6e2c\u8a66 Object Detection\uff0c\u8981\u5728 MCU \u4e0a\u5be6\u73fe Object Detection 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