{"id":20584,"date":"2025-12-11T05:34:15","date_gmt":"2025-12-11T05:34:15","guid":{"rendered":"https:\/\/multicorewareinc.com\/ch\/?p=20584"},"modified":"2025-12-30T13:10:43","modified_gmt":"2025-12-30T13:10:43","slug":"designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware","status":"publish","type":"post","link":"https:\/\/multicorewareinc.com\/ch\/designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware\/","title":{"rendered":"\u57fa\u4e8e\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u7684\u8d85\u4f4e\u529f\u8017\u89c6\u89c9\u6d41\u6c34\u7ebf\u8bbe\u8ba1"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"20584\" class=\"elementor elementor-20584\">\n\t\t\t\t<div class=\"elementor-element elementor-element-772960a9 e-flex e-con-boxed e-con e-parent\" data-id=\"772960a9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6a190316 e-con-full e-flex e-con e-child\" data-id=\"6a190316\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6c451bb2 e-con-full e-flex e-con e-child\" data-id=\"6c451bb2\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-46544c51 elementor-widget elementor-widget-text-editor\" data-id=\"46544c51\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>  <strong>\u5f15\u8a00\uff1a\u7a81\u7834\u529f\u8017\u9650\u5236\u7684\u521b\u65b0\u9a71\u52a8\u529b<\/strong><\/h4>\n      <p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u6301\u7eed\u53d1\u5c55\uff0c\u5176\u65e5\u76ca\u589e\u957f\u7684\u590d\u6742\u6027\u5f80\u5f80\u9700\u8981\u5f3a\u5927\u7684\u786c\u4ef6\u548c\u9ad8\u80fd\u8017\u8d44\u6e90\u3002\u7136\u800c\uff0c\u5728\u5c06\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u90e8\u7f72\u5230\u8fb9\u7f18\u65f6\uff0c\u6211\u4eec\u5bfb\u6c42\u80fd\u591f\u4ee5\u6700\u4f4e\u80fd\u8017\u8fd0\u884c\u7684\u8d85\u9ad8\u6548\u786c\u4ef6\uff0c\u8fd9\u5e26\u6765\u4e86\u72ec\u7279\u7684\u5de5\u7a0b\u6311\u6218\u3002ARM    Cortex-M\u5fae\u63a7\u5236\u5668\uff08MCU\uff09\u53ca\u540c\u7c7b\u4f4e\u529f\u8017\u5904\u7406\u5668\u5b58\u5728\u4e25\u82db\u7684\u8ba1\u7b97\u4e0e\u5185\u5b58\u9650\u5236\uff0c\u4f7f\u5f97\u91cf\u5316\u3001\u526a\u679d\u53ca\u8f7b\u91cf\u5316\u8fd0\u884c\u65f6\u7b49\u4f18\u5316\u6280\u672f\u5bf9\u5b9e\u65f6\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u4e9b\u6311\u6218\u53cd\u8fc7\u6765\u4e5f\u50ac\u751f\u4e86\u521b\u65b0\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4ece\u800c\u8ba9\u4eba\u5de5\u667a\u80fd\u53d8\u5f97\u66f4\u6613\u83b7\u53d6\u3001\u66f4\u9ad8\u6548\u3001\u66f4\u5177\u53ef\u6301\u7eed\u6027\u3002 <\/p>\n      \n      <p>\u5728MulticoreWare\uff0c\u6211\u4eec\u6301\u7eed\u63a2\u7d22\u591a\u79cd\u8def\u5f84\uff0c\u5c06\u66f4\u591a\u667a\u80fd\u63a8\u5411\u8fd9\u4e9b\u8d44\u6e90\u53d7\u9650\u7684\u8bbe\u5907\u3002\u8fd9\u4e00\u63a2\u7d22\u5f15\u9886\u6211\u4eec\u8fdb\u5165\u795e\u7ecf\u5f62\u6001AI\u67b6\u6784\u9886\u57df\uff0c\u5e76\u5f00\u53d1\u51fa\u4e13\u7528\u7684\u7c7b\u8111\u786c\u4ef6\u2014\u2014\u901a\u8fc7\u6a21\u62df\u5927\u8111\u7684\u4e8b\u4ef6\u9a71\u52a8\u5904\u7406\u673a\u5236\uff0c\u5b9e\u73b0\u8d85\u4f4e\u529f\u8017\u63a8\u7406\u3002\u6211\u4eec\u6d1e\u5bdf\u5230\u8be5\u6846\u67b6\u7684\u521b\u65b0\u4ef7\u503c\uff0c\u51b3\u5fc3\u5c06\u5176\u4e0e\u6df1\u539a\u7684MCU\u6280\u672f\u79ef\u6dc0\u76f8\u7ed3\u5408\uff0c\u4e3a\u533b\u7597\u3001\u667a\u80fd\u5bb6\u5c45\u53ca\u5de5\u4e1a\u9886\u57df\u5f00\u8f9f\u6301\u7eed\u5728\u7ebfAI\u7684\u65b0\u8def\u5f84\u3002 <\/p>\n      \n<h4><strong>\u9762\u5411\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u7684\u8bbe\u8ba1<\/strong><\/h4>\n      <p>\u6211\u4eec\u6240\u786e\u5b9a\u7684\u795e\u7ecf\u5f62\u6001\u4eba\u5de5\u667a\u80fd\u6846\u67b6\u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u578b\u795e\u7ecf\u7f51\u7edc\u2014\u2014\u65f6\u5e8f\u4e8b\u4ef6\u795e\u7ecf\u7f51\u7edc\uff08TENNS\uff09\u3002TENNS\u91c7\u7528\u72b6\u6001\u7a7a\u95f4\u67b6\u6784\uff0c\u80fd\u591f\u52a8\u6001\u5904\u7406\u4e8b\u4ef6\u800c\u975e\u56fa\u5b9a\u95f4\u9694\u5904\u7406\uff0c\u901a\u8fc7\u8df3\u8fc7\u7a7a\u95f2\u671f\u6765\u6700\u5927\u9650\u5ea6\u964d\u4f4e\u80fd\u8017\u548c\u5185\u5b58\u5360\u7528\u3002\u8be5\u8bbe\u8ba1\u53ef\u5728\u6beb\u74e6\u7ea7\u529f\u8017\u4e0b\u5b9e\u73b0\u5b9e\u65f6\u63a8\u7406\uff0c\u4f7f\u5176\u6210\u4e3a\u8fb9\u7f18\u90e8\u7f72\u7684\u7406\u60f3\u9009\u62e9\u3002 <\/p>\n      <p>\u5f00\u53d1\u795e\u7ecf\u5f62\u6001AI\u6a21\u578b\u8fdc\u975e\u7b80\u5355\u79fb\u690d\u73b0\u6709\u67b6\u6784\u3002\u6211\u4eec\u91c7\u7528\u7684\u6846\u67b6\u8981\u6c42\u5b9e\u73b0\u5b8c\u6574\u7684 int8 \u91cf\u5316\uff0c\u5e76\u9075\u5b88\u4e25\u683c\u7684\u67b6\u6784\u7ea6\u675f\uff1a\u4ec5\u652f\u6301\u6709\u9650\u7684\u7f51\u7edc\u5c42\u7c7b\u578b\uff0c\u4e14\u6a21\u578b\u5fc5\u987b\u9075\u5faa\u56fa\u5b9a\u7684\u5c42\u5e8f\u5217\u4ee5\u786e\u4fdd\u517c\u5bb9\u6027\u3002\u8fd9\u4e9b\u9650\u5236\u5f80\u5f80\u9700\u8981\u91cd\u5927\u91cd\u6784\uff0c\u5305\u62ec\u4fee\u6539\u6a21\u578b\u67b6\u6784\u3001\u66ff\u6362\u4e0d\u652f\u6301\u7684\u6fc0\u6d3b\u51fd\u6570\uff08\u5982LeakyReLU\u2192ReLU\uff09\u4ee5\u53ca\u7b80\u5316\u5206\u652f\u62d3\u6251\u7ed3\u6784\u3002\u8bf8\u5982\u591a\u8f93\u5165\/\u8f93\u51fa\u6a21\u578b\u7b49\u6df1\u5ea6\u5b66\u4e60\u7279\u6027\u540c\u6837\u65e0\u6cd5\u5b9e\u73b0\uff0c\u5f00\u53d1\u8005\u9700\u5b9e\u65bd\u66ff\u4ee3\u65b9\u6848\u6216\u5f7b\u5e95\u91cd\u6784\u6a21\u578b\u3002 <\/p>\n      <p>\u7b80\u800c\u8a00\u4e4b\uff0c\u4e3a\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u8fdb\u884c\u5f00\u53d1\u610f\u5473\u7740\u4ece\u5934\u5f00\u59cb\uff0c\u5728\u7cbe\u5ea6\u3001\u6548\u7387\u4e0e\u4e25\u683c\u7684\u8bbe\u8ba1\u89c4\u5219\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u4ece\u800c\u5151\u73b0\u5176\u5728\u8fb9\u7f18\u5b9e\u73b0\u5b9e\u65f6\u3001\u8d85\u4f4e\u529f\u8017\u4eba\u5de5\u667a\u80fd\u7684\u6f5c\u529b\u3002 <\/p>\n      \n     <h4><strong> \u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u5b9e\u73b0\u5b9e\u65f6\u8001\u4eba\u8f85\u52a9\u7cfb\u7edf<\/strong><\/h4>\n\n<p>\u4e3a\u5c55\u73b0\u7c7b\u8111\u4eba\u5de5\u667a\u80fd\u7684\u6f5c\u529b\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u5957\u57fa\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u8001\u4eba\u8f85\u52a9\u7cfb\u7edf\u3002\u8be5\u7cfb\u7edf\u80fd\u5728\u6781\u4f4e\u529f\u8017\u786c\u4ef6\u4e0a\u5b9e\u65f6\u8fd0\u884c\uff0c\u53ef\u68c0\u6d4b\u5750\u7acb\u3001\u884c\u8d70\u3001\u8eba\u5367\u6216\u8dcc\u5012\u7b49\u5173\u952e\u4eba\u4f53\u6d3b\u52a8\u3002\n<\/p>\n\n<p>\u76ee\u6807\u7b80\u5355\u800c\u96c4\u5fc3\u52c3\u52c3\uff1a<\/p>\n\n<p>\u6784\u5efa\u5b8c\u5168\u57fa\u4e8e\u8bbe\u5907\u7684\u4f4e\u529f\u8017AI\u6d41\u6c34\u7ebf\uff0c\u5728\u8d44\u6e90\u53d7\u9650\u73af\u5883\u4e2d\u6301\u7eed\u76d1\u6d4b\u5e76\u89e3\u6790\u4eba\u4f53\u52a8\u4f5c\uff0c\u540c\u65f6\u4fdd\u969c\u7528\u6237\u9690\u79c1\u4e0e\u8fd0\u884c\u6548\u7387\u3002<\/p>\n\n<p>\u7136\u800c\u53d7\u6846\u67b6\u67b6\u6784\u9650\u5236\uff0c\u67d0\u4e9b\u6a21\u578b\uff08\u5982\u59ff\u6001\u4f30\u8ba1\uff09\u65e0\u6cd5\u5b8c\u5168\u652f\u6301\u3002\u4e3a\u6b64\u6211\u4eec\u91c7\u7528\u6df7\u5408\u65b9\u6848\uff0c\u878d\u5408\u7c7b\u8111\u4e0e\u4f20\u7edf\u8ba1\u7b97\u8d44\u6e90\uff1a<\/p>\n\n<ul>\n<li><b>\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\uff1a<\/b>\u901a\u8fc7\u4e13\u7528\u6a21\u578b\u6267\u884c\u7269\u4f53\u68c0\u6d4b\u4e0e\u6d3b\u52a8\u5206\u7c7b<\/li>\n<li><b>CPU\uff08Tensorflow Lite\uff09\uff1a\u5904<\/b>\u7406\u59ff\u6001\u4f30\u8ba1\u4e0e\u4e2d\u95f4\u7279\u5f81\u63d0\u53d6<\/li>\n<\/ul>\n\n      \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75f4327e m-0 elementor-widget elementor-widget-image\" data-id=\"75f4327e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1296\" height=\"531\" src=\"https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/Group-70.png\" class=\"attachment-full size-full wp-image-20610\" alt=\"\" srcset=\"https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/Group-70.png 1296w, https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/Group-70-470x193.png 470w, https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/Group-70-970x397.png 970w, https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/Group-70-768x315.png 768w\" sizes=\"(max-width: 1296px) 100vw, 1296px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b13dcdc elementor-widget elementor-widget-text-editor\" data-id=\"5b13dcdc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u8be5\u8bbe\u8ba1\u5728\u4fdd\u6301\u529f\u80fd\u5b8c\u6574\u7684\u540c\u65f6\uff0c\u4e5f\u786e\u4fdd\u4e86\u8fb9\u7f18\u4fa7\u63a8\u7406\u7684\u9ad8\u80fd\u6548\u3002\u6211\u4eec\u7684\u6a21\u5757\u5316\u89c6\u89c9\u6d41\u6c34\u7ebf\u5229\u7528\u7c7b\u8111\u52a0\u901f\u6280\u672f\u8fdb\u884c\u68c0\u6d4b\u548c\u5206\u7c7b\uff0c\u800c\u59ff\u6001\u4f30\u8ba1\u5219\u5728\u4e3b\u8bbe\u5907\u4e0a\u8fd0\u884c\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-726fb363 elementor-widget elementor-widget-heading\" data-id=\"726fb363\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u6210\u679c\uff1a\u8fb9\u7f18\u667a\u80fd\u4f4e\u529f\u8017\u8f85\u52a9\u7cfb\u7edf<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54cef2ea elementor-widget__width-initial elementor-widget elementor-widget-video\" data-id=\"54cef2ea\" data-element_type=\"widget\" data-settings=\"{&quot;video_type&quot;:&quot;hosted&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-hosted-video elementor-wrapper elementor-open-inline\">\n\t\t\t\t\t<video class=\"elementor-video\" src=\"https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/Demo-Video-1.mp4\" controls=\"\" preload=\"metadata\" controlsList=\"nodownload\"><\/video>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42ca4e07 elementor-widget elementor-widget-text-editor\" data-id=\"42ca4e07\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5728\u4e0a\u8ff0\u6f14\u793a\u4e2d\uff0c\u6211\u4eec\u6210\u529f\u5728\u6811\u8393\u6d3e\u4e0a\u90e8\u7f72\u4e86\u5b8c\u6574\u7684\u89c6\u89c9\u5904\u7406\u6d41\u6c34\u7ebf\uff0c\u8be5\u8bbe\u5907\u901a\u8fc7PCIe\u63d2\u69fd\u8fde\u63a5\u795e\u7ecf\u5f62\u6001\u52a0\u901f\u5668\uff0c\u5b9e\u73b0\u4e86\u65e0\u7f1d\u8fd0\u884c\u3002\u8fd9\u5145\u5206\u8bc1\u660e\u4e86\u8be5\u7cfb\u7edf\u7684\u53ef\u79fb\u690d\u6027\u4e0e\u5b9e\u9645\u90e8\u7f72\u80fd\u529b\uff0c\u9a8c\u8bc1\u4e86\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u5b9e\u73b0\u5b9e\u65f6\u4f4e\u529f\u8017\u4eba\u5de5\u667a\u80fd\u7684\u53ef\u884c\u6027\u3002\u8be5\u7cfb\u7edf\u53ef\u6301\u7eed\u5b9e\u65f6\u8bc6\u522b\u5e76\u5206\u7c7b\u7528\u6237\u6d3b\u52a8\uff0c\u53ef\u5373\u65f6\u68c0\u6d4b\u8dcc\u5012\u6216\u6c42\u52a9\u624b\u52bf\u7b49\u4e8b\u4ef6\u5e76\u89e6\u53d1\u7d27\u6025\u8b66\u62a5\u3002\u6240\u6709\u5904\u7406\u5747\u5728\u8fb9\u7f18\u7aef\u5b8c\u6210\uff0c\u786e\u4fdd\u5173\u952e\u5b89\u5168\u573a\u666f\u4e2d\u7684\u9690\u79c1\u4fdd\u62a4\u4e0e\u54cd\u5e94\u80fd\u529b\u3002<\/p><p>\u795e\u7ecf\u5f62\u6001\u67b6\u6784\u4ec5\u6d88\u8017\u4f20\u7edf\u6df1\u5ea6\u5b66\u4e60\u6d41\u6c34\u7ebf\u7684\u6781\u5c0f\u529f\u8017\uff0c\u540c\u65f6\u4fdd\u6301\u7a33\u5b9a\u7684\u63a8\u7406\u901f\u5ea6\u548c\u5f3a\u5065\u6027\u80fd\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52d52218 elementor-widget elementor-widget-heading\" data-id=\"52d52218\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">\u5e94\u7528\u4eae\u70b9\uff1a<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26f98984 elementor-widget elementor-widget-text-editor\" data-id=\"26f98984\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul>\n \t<li>\u00a0\u8d85\u4f4e\u529f\u8017\n \t<li>\u4fbf\u643a\u5f0f\u6811\u8393\u6d3e+\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u914d\u7f6e<\/li>\n<li>\u00a0\u7aef\u5230\u7aef\u5e94\u7528\u5728\u8fb9\u7f18\u786c\u4ef6\u4e0a\u8fd0\u884c<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-10d5ecb3 elementor-widget elementor-widget-text-editor\" data-id=\"10d5ecb3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4><strong>\u6253\u9020\u771f\u6b63\u4f4e\u529f\u8017\u8fb9\u7f18AI\u7684\u5b9e\u8df5\u6307\u5357<\/strong><\/h4><p>MulticoreWare\u5728\u65b0\u5174\u4f4e\u529f\u8017\u8ba1\u7b97\u751f\u6001\u7cfb\u7edf\u4e2d\u8fd0\u7528\u6df1\u539a\u7684\u6280\u672f\u4e13\u957f\uff0c\u4f7fAI\u80fd\u5728\u8d44\u6e90\u53d7\u9650\u7684\u5e73\u53f0\u4e0a\u9ad8\u6548\u8fd0\u884c\u3002\u6211\u4eec\u7684\u89e3\u51b3\u65b9\u6848\u878d\u5408\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cba26f9 m-0 elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"2cba26f9\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"922\" height=\"493\" src=\"https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/Frame.jpg\" class=\"attachment-full size-full wp-image-20606\" alt=\"\" srcset=\"https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/Frame.jpg 922w, https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/Frame-470x251.jpg 470w, https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/Frame-768x411.jpg 768w\" sizes=\"(max-width: 922px) 100vw, 922px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40220c2f elementor-hidden-widescreen elementor-hidden-desktop elementor-hidden-laptop elementor-hidden-tablet_extra elementor-hidden-tablet elementor-widget elementor-widget-text-editor\" data-id=\"40220c2f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>\u9762\u5411\u4f4e\u529f\u8017 MCU \u7684\u5e94\u7528\u5c31\u7eea\u578b AI \u5de5\u4f5c\u8d1f\u8f7d\uff1a<\/strong>\u5524\u9192\u8bcd\/\u5173\u952e\u8bcd\u89e6\u53d1\u8bed\u97f3\u6a21\u578b\u3001\u7d27\u51d1\u578b\u89c6\u89c9\uff08\u4eba\u7269\u68c0\u6d4b\u3001\u5206\u7c7b\uff09\u3001\u4f20\u611f\u5668\u7ea7\u5f02\u5e38\u68c0\u6d4b\u53ca\u5fae\u578b\u673a\u5668\u5b66\u4e60\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u5747\u9488\u5bf9Arm Cortex-M\u53ca\u540c\u7c7b\u4f4e\u529f\u8017\u5d4c\u5165\u5f0f\u82af\u7247\u4f18\u5316\u3002<\/li><li><strong>\u7aef\u5230\u7aef SDK \u8d4b\u80fd\uff1a<\/strong>\u63d0\u4f9b\u5b9a\u5236\u7684 CMSIS-NN \u7b97\u5b50\u3001\u6e05\u6670\u4ece\u8bad\u7ec3\u5230 TFLite \u7684\u8f6c\u6362\u6d41\u7a0b\uff0c\u4ee5\u53ca\u7ed3\u5408\u5185\u5b58\u5256\u6790\u7684\u5b9a\u5411\u91cf\u5316\u4e0e\u526a\u679d\u6280\u672f\uff0c\u786e\u4fdd\u5728 MCU \u4e0a\u7684\u987a\u5229\u90e8\u7f72\u3002<\/li><li><strong>\u7f16\u8bd1\u5668\u7ea7\u4e0e\u8fd0\u884c\u65f6\u4f18\u5316\uff1a<\/strong>\u5229\u7528TFLite Micro\u548cTVM-Micro\u8c03\u4f18\u5185\u6838\uff0c\u7ba1\u7406\u5185\u5b58\u7d27\u51d1\u5f20\u91cf\u7a7a\u95f4\uff0c\u6784\u5efa\u80fd\u5728\u4e25\u683cRAM\u3001\u8ba1\u7b97\u548c\u529f\u8017\u9884\u7b97\u5185\u4fdd\u6301\u7a33\u5b9a\u7684\u63a8\u7406\u8def\u5f84\u3002<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-55429a4c elementor-widget elementor-widget-text-editor\" data-id=\"55429a4c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4><strong>\u66f4\u5e7f\u6cdb\u7684 MCU \u4eba\u5de5\u667a\u80fd\u5e94\u7528\uff1a\u5de5\u4e1a\u3001\u667a\u80fd\u5bb6\u5c45\u4e0e\u667a\u6167\u57ce\u5e02 <\/strong><\/h4><p>\u968f\u7740\u533b\u7597\u5065\u5eb7\u9886\u57df\u5f15\u9886\u5d4c\u5165\u5f0f\u4f18\u5148\u7684\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\uff0c\u667a\u80fd\u5bb6\u5c45\u3001\u5de5\u4e1a\u7cfb\u7edf\u548c\u667a\u6167\u57ce\u5e02\u6b63\u8fc5\u901f\u8ddf\u8fdb\u3002\u8d28\u91cf\u68c0\u6d4b\u3001\u9884\u6d4b\u6027\u7ef4\u62a4\u3001\u673a\u5668\u4eba\u8f85\u52a9\u3001\u5bb6\u5ead\u5b89\u9632\u548c\u5728\u573a\u611f\u77e5\u7b49\u5e94\u7528\u65e5\u76ca\u9700\u8981\u76f4\u63a5\u5728MCU\u7ea7\u4f4e\u529f\u8017\u8fb9\u7f18\u5904\u7406\u5668\u4e0a\u8fd0\u884c\u7684AI\u6280\u672f\u3002<\/p><p>MulticoreWare\u4e3aArm Cortex-M\u8bbe\u5907\u6253\u9020\u7684\u5b9e\u65f6\u63a8\u7406\u6846\u67b6\uff0c\u901a\u8fc7\u9ad8\u5ea6\u4f18\u5316\u7684\u6d41\u6c34\u7ebf\u652f\u6301\u8fd9\u4e00\u8f6c\u578b\uff0c\u5305\u62ec\u91cf\u5316\u3001\u526a\u679d\u3001CMSIS-NN\u5185\u6838\u8c03\u4f18\uff0c\u4ee5\u53ca\u4e3a\u8d44\u6e90\u53d7\u9650MCU\u5b9a\u5236\u7684\u5185\u5b58\u7d27\u51d1\u6267\u884c\u8def\u5f84\u3002\u8fd9\u4f7fOEM\u5382\u5546\u80fd\u591f\u90e8\u7f72\u5524\u9192\u8bcd\u68c0\u6d4b\u3001\u7d27\u51d1\u89c6\u89c9\u6a21\u578b\u548c\u4f20\u611f\u5668\u7ea7\u5f02\u5e38\u68c0\u6d4b\u7b49\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u8ba9\u6700\u5fae\u578b\u8bbe\u5907\u4e5f\u80fd\u8fd0\u884c\u667a\u80fd\u529f\u80fd\uff0c\u65e0\u9700\u4f9d\u8d56\u5916\u90e8\u8ba1\u7b97\u8d44\u6e90\u3002<\/p><h4><strong>\u7ed3\u8bba\uff1a\u4e91\u7aef\u4e4b\u5916\u7684\u667a\u80fd\u65b0\u5b9a\u4e49<\/strong><\/h4><p>\u4eba\u5de5\u667a\u80fd\u4e0e\u5d4c\u5165\u5f0f\u8ba1\u7b97\u7684\u878d\u5408\uff0c\u6807\u5fd7\u7740\u667a\u80fd\u8bbe\u8ba1\u3001\u90e8\u7f72\u4e0e\u6269\u5c55\u65b9\u5f0f\u7684\u91cd\u5927\u53d8\u9769\u3002\u901a\u8fc7\u5728\u8fb9\u7f18\u7aef\u76f4\u63a5\u5b9e\u73b0\u8f7b\u91cf\u5316\u3001\u9ad8\u80fd\u6548\u7684\u4eba\u5de5\u667a\u80fd\uff0cMulticoreWare\u52a9\u529b\u533b\u7597\u3001\u5de5\u4e1a\u53ca\u667a\u6167\u57ce\u5e02\u9886\u57df\u7684\u5ba2\u6237\u5b9e\u73b0\u66f4\u5feb\u7684\u54cd\u5e94\u901f\u5ea6\u3001\u66f4\u9ad8\u7684\u53ef\u9760\u6027\u53ca\u66f4\u4f4e\u7684\u80fd\u8017\u8db3\u8ff9\u3002<\/p><p>\u968f\u7740\u8ba1\u7b97\u4e0e\u667a\u80fd\u7684\u8fb9\u754c\u65e5\u76ca\u878d\u5408\uff0cMulticoreWare \u9488\u5bf9 MCU \u53ca\u5d4c\u5165\u5f0f\u5e73\u53f0\u7684\u8fb9\u7f18 AI \u8d4b\u80fd\u65b9\u6848\uff0c\u786e\u4fdd\u6211\u4eec\u7684\u5408\u4f5c\u4f19\u4f34\u80fd\u591f\u4fdd\u6301\u9886\u5148\uff0c\u4e3a\u6784\u5efa\u4e00\u4e2a\u771f\u6b63\u53bb\u4e2d\u5fc3\u5316\u3001\u8d85\u8d8a\u4e91\u7aef\u7684\u5b9e\u65f6\u667a\u80fd\u672a\u6765\u5960\u5b9a\u57fa\u7840\u3002<\/p><p>\u6b32\u6df1\u5165\u4e86\u89e3MulticoreWare\u8fb9\u7f18AI\u8ba1\u5212\uff0c\u8bf7\u53d1\u9001\u90ae\u4ef6\u81f3<a href=\"info@multicorewareinc.com\">info@multicorewareinc.com<\/a>\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u5f15\u8a00\uff1a\u7a81\u7834\u529f\u8017\u9650\u5236\u7684\u521b\u65b0\u9a71\u52a8\u529b \u968f\u7740\u4eba\u5de5\u667a\u80fd\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u6301\u7eed\u53d1\u5c55\uff0c\u5176\u65e5\u76ca\u589e\u957f\u7684\u590d\u6742\u6027\u5f80\u5f80\u9700\u8981\u5f3a\u5927\u7684\u786c\u4ef6\u548c\u9ad8\u80fd\u8017\u8d44\u6e90\u3002\u7136\u800c\uff0c\u5728\u5c06\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u90e8\u7f72\u5230\u8fb9\u7f18\u65f6\uff0c\u6211\u4eec\u5bfb\u6c42\u80fd\u591f\u4ee5\u6700\u4f4e\u80fd\u8017\u8fd0\u884c\u7684\u8d85\u9ad8\u6548\u786c\u4ef6\uff0c\u8fd9\u5e26\u6765\u4e86\u72ec\u7279\u7684\u5de5\u7a0b\u6311\u6218\u3002ARM Cortex-M\u5fae\u63a7\u5236\u5668\uff08MCU\uff09\u53ca\u540c\u7c7b\u4f4e\u529f\u8017\u5904\u7406\u5668\u5b58\u5728\u4e25\u82db\u7684\u8ba1\u7b97\u4e0e\u5185\u5b58\u9650\u5236\uff0c\u4f7f\u5f97\u91cf\u5316\u3001\u526a\u679d\u53ca\u8f7b\u91cf\u5316\u8fd0\u884c\u65f6\u7b49\u4f18\u5316\u6280\u672f\u5bf9\u5b9e\u65f6\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u4e9b\u6311\u6218\u53cd\u8fc7\u6765\u4e5f\u50ac\u751f\u4e86\u521b\u65b0\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4ece\u800c\u8ba9\u4eba\u5de5\u667a\u80fd\u53d8\u5f97\u66f4\u6613\u83b7\u53d6\u3001\u66f4\u9ad8\u6548\u3001\u66f4\u5177\u53ef\u6301\u7eed\u6027\u3002 \u5728MulticoreWare\uff0c\u6211\u4eec\u6301\u7eed\u63a2\u7d22\u591a\u79cd\u8def\u5f84\uff0c\u5c06\u66f4\u591a\u667a\u80fd\u63a8\u5411\u8fd9\u4e9b\u8d44\u6e90\u53d7\u9650\u7684\u8bbe\u5907\u3002\u8fd9\u4e00\u63a2\u7d22\u5f15\u9886\u6211\u4eec\u8fdb\u5165\u795e\u7ecf\u5f62\u6001AI\u67b6\u6784\u9886\u57df\uff0c\u5e76\u5f00\u53d1\u51fa\u4e13\u7528\u7684\u7c7b\u8111\u786c\u4ef6\u2014\u2014\u901a\u8fc7\u6a21\u62df\u5927\u8111\u7684\u4e8b\u4ef6\u9a71\u52a8\u5904\u7406\u673a\u5236\uff0c\u5b9e\u73b0\u8d85\u4f4e\u529f\u8017\u63a8\u7406\u3002\u6211\u4eec\u6d1e\u5bdf\u5230\u8be5\u6846\u67b6\u7684\u521b\u65b0\u4ef7\u503c\uff0c\u51b3\u5fc3\u5c06\u5176\u4e0e\u6df1\u539a\u7684MCU\u6280\u672f\u79ef\u6dc0\u76f8\u7ed3\u5408\uff0c\u4e3a\u533b\u7597\u3001\u667a\u80fd\u5bb6\u5c45\u53ca\u5de5\u4e1a\u9886\u57df\u5f00\u8f9f\u6301\u7eed\u5728\u7ebfAI\u7684\u65b0\u8def\u5f84\u3002 \u9762\u5411\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u7684\u8bbe\u8ba1 \u6211\u4eec\u6240\u786e\u5b9a\u7684\u795e\u7ecf\u5f62\u6001\u4eba\u5de5\u667a\u80fd\u6846\u67b6\u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u578b\u795e\u7ecf\u7f51\u7edc\u2014\u2014\u65f6\u5e8f\u4e8b\u4ef6\u795e\u7ecf\u7f51\u7edc\uff08TENNS\uff09\u3002TENNS\u91c7\u7528\u72b6\u6001\u7a7a\u95f4\u67b6\u6784\uff0c\u80fd\u591f\u52a8\u6001\u5904\u7406\u4e8b\u4ef6\u800c\u975e\u56fa\u5b9a\u95f4\u9694\u5904\u7406\uff0c\u901a\u8fc7\u8df3\u8fc7\u7a7a\u95f2\u671f\u6765\u6700\u5927\u9650\u5ea6\u964d\u4f4e\u80fd\u8017\u548c\u5185\u5b58\u5360\u7528\u3002\u8be5\u8bbe\u8ba1\u53ef\u5728\u6beb\u74e6\u7ea7\u529f\u8017\u4e0b\u5b9e\u73b0\u5b9e\u65f6\u63a8\u7406\uff0c\u4f7f\u5176\u6210\u4e3a\u8fb9\u7f18\u90e8\u7f72\u7684\u7406\u60f3\u9009\u62e9\u3002 \u5f00\u53d1\u795e\u7ecf\u5f62\u6001AI\u6a21\u578b\u8fdc\u975e\u7b80\u5355\u79fb\u690d\u73b0\u6709\u67b6\u6784\u3002\u6211\u4eec\u91c7\u7528\u7684\u6846\u67b6\u8981\u6c42\u5b9e\u73b0\u5b8c\u6574\u7684 int8 \u91cf\u5316\uff0c\u5e76\u9075\u5b88\u4e25\u683c\u7684\u67b6\u6784\u7ea6\u675f\uff1a\u4ec5\u652f\u6301\u6709\u9650\u7684\u7f51\u7edc\u5c42\u7c7b\u578b\uff0c\u4e14\u6a21\u578b\u5fc5\u987b\u9075\u5faa\u56fa\u5b9a\u7684\u5c42\u5e8f\u5217\u4ee5\u786e\u4fdd\u517c\u5bb9\u6027\u3002\u8fd9\u4e9b\u9650\u5236\u5f80\u5f80\u9700\u8981\u91cd\u5927\u91cd\u6784\uff0c\u5305\u62ec\u4fee\u6539\u6a21\u578b\u67b6\u6784\u3001\u66ff\u6362\u4e0d\u652f\u6301\u7684\u6fc0\u6d3b\u51fd\u6570\uff08\u5982LeakyReLU\u2192ReLU\uff09\u4ee5\u53ca\u7b80\u5316\u5206\u652f\u62d3\u6251\u7ed3\u6784\u3002\u8bf8\u5982\u591a\u8f93\u5165\/\u8f93\u51fa\u6a21\u578b\u7b49\u6df1\u5ea6\u5b66\u4e60\u7279\u6027\u540c\u6837\u65e0\u6cd5\u5b9e\u73b0\uff0c\u5f00\u53d1\u8005\u9700\u5b9e\u65bd\u66ff\u4ee3\u65b9\u6848\u6216\u5f7b\u5e95\u91cd\u6784\u6a21\u578b\u3002 \u7b80\u800c\u8a00\u4e4b\uff0c\u4e3a\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u8fdb\u884c\u5f00\u53d1\u610f\u5473\u7740\u4ece\u5934\u5f00\u59cb\uff0c\u5728\u7cbe\u5ea6\u3001\u6548\u7387\u4e0e\u4e25\u683c\u7684\u8bbe\u8ba1\u89c4\u5219\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u4ece\u800c\u5151\u73b0\u5176\u5728\u8fb9\u7f18\u5b9e\u73b0\u5b9e\u65f6\u3001\u8d85\u4f4e\u529f\u8017\u4eba\u5de5\u667a\u80fd\u7684\u6f5c\u529b\u3002 \u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u5b9e\u73b0\u5b9e\u65f6\u8001\u4eba\u8f85\u52a9\u7cfb\u7edf \u4e3a\u5c55\u73b0\u7c7b\u8111\u4eba\u5de5\u667a\u80fd\u7684\u6f5c\u529b\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u5957\u57fa\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u8001\u4eba\u8f85\u52a9\u7cfb\u7edf\u3002\u8be5\u7cfb\u7edf\u80fd\u5728\u6781\u4f4e\u529f\u8017\u786c\u4ef6\u4e0a\u5b9e\u65f6\u8fd0\u884c\uff0c\u53ef\u68c0\u6d4b\u5750\u7acb\u3001\u884c\u8d70\u3001\u8eba\u5367\u6216\u8dcc\u5012\u7b49\u5173\u952e\u4eba\u4f53\u6d3b\u52a8\u3002 \u76ee\u6807\u7b80\u5355\u800c\u96c4\u5fc3\u52c3\u52c3\uff1a \u6784\u5efa\u5b8c\u5168\u57fa\u4e8e\u8bbe\u5907\u7684\u4f4e\u529f\u8017AI\u6d41\u6c34\u7ebf\uff0c\u5728\u8d44\u6e90\u53d7\u9650\u73af\u5883\u4e2d\u6301\u7eed\u76d1\u6d4b\u5e76\u89e3\u6790\u4eba\u4f53\u52a8\u4f5c\uff0c\u540c\u65f6\u4fdd\u969c\u7528\u6237\u9690\u79c1\u4e0e\u8fd0\u884c\u6548\u7387\u3002 \u7136\u800c\u53d7\u6846\u67b6\u67b6\u6784\u9650\u5236\uff0c\u67d0\u4e9b\u6a21\u578b\uff08\u5982\u59ff\u6001\u4f30\u8ba1\uff09\u65e0\u6cd5\u5b8c\u5168\u652f\u6301\u3002\u4e3a\u6b64\u6211\u4eec\u91c7\u7528\u6df7\u5408\u65b9\u6848\uff0c\u878d\u5408\u7c7b\u8111\u4e0e\u4f20\u7edf\u8ba1\u7b97\u8d44\u6e90\uff1a \u795e\u7ecf\u5f62\u6001\u786c\u4ef6\uff1a\u901a\u8fc7\u4e13\u7528\u6a21\u578b\u6267\u884c\u7269\u4f53\u68c0\u6d4b\u4e0e\u6d3b\u52a8\u5206\u7c7b CPU\uff08Tensorflow Lite\uff09\uff1a\u5904\u7406\u59ff\u6001\u4f30\u8ba1\u4e0e\u4e2d\u95f4\u7279\u5f81\u63d0\u53d6 \u8be5\u8bbe\u8ba1\u5728\u4fdd\u6301\u529f\u80fd\u5b8c\u6574\u7684\u540c\u65f6\uff0c\u4e5f\u786e\u4fdd\u4e86\u8fb9\u7f18\u4fa7\u63a8\u7406\u7684\u9ad8\u80fd\u6548\u3002\u6211\u4eec\u7684\u6a21\u5757\u5316\u89c6\u89c9\u6d41\u6c34\u7ebf\u5229\u7528\u7c7b\u8111\u52a0\u901f\u6280\u672f\u8fdb\u884c\u68c0\u6d4b\u548c\u5206\u7c7b\uff0c\u800c\u59ff\u6001\u4f30\u8ba1\u5219\u5728\u4e3b\u8bbe\u5907\u4e0a\u8fd0\u884c\u3002 \u6210\u679c\uff1a\u8fb9\u7f18\u667a\u80fd\u4f4e\u529f\u8017\u8f85\u52a9\u7cfb\u7edf https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/Demo-Video-1.mp4 \u5728\u4e0a\u8ff0\u6f14\u793a\u4e2d\uff0c\u6211\u4eec\u6210\u529f\u5728\u6811\u8393\u6d3e\u4e0a\u90e8\u7f72\u4e86\u5b8c\u6574\u7684\u89c6\u89c9\u5904\u7406\u6d41\u6c34\u7ebf\uff0c\u8be5\u8bbe\u5907\u901a\u8fc7PCIe\u63d2\u69fd\u8fde\u63a5\u795e\u7ecf\u5f62\u6001\u52a0\u901f\u5668\uff0c\u5b9e\u73b0\u4e86\u65e0\u7f1d\u8fd0\u884c\u3002\u8fd9\u5145\u5206\u8bc1\u660e\u4e86\u8be5\u7cfb\u7edf\u7684\u53ef\u79fb\u690d\u6027\u4e0e\u5b9e\u9645\u90e8\u7f72\u80fd\u529b\uff0c\u9a8c\u8bc1\u4e86\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u5b9e\u73b0\u5b9e\u65f6\u4f4e\u529f\u8017\u4eba\u5de5\u667a\u80fd\u7684\u53ef\u884c\u6027\u3002\u8be5\u7cfb\u7edf\u53ef\u6301\u7eed\u5b9e\u65f6\u8bc6\u522b\u5e76\u5206\u7c7b\u7528\u6237\u6d3b\u52a8\uff0c\u53ef\u5373\u65f6\u68c0\u6d4b\u8dcc\u5012\u6216\u6c42\u52a9\u624b\u52bf\u7b49\u4e8b\u4ef6\u5e76\u89e6\u53d1\u7d27\u6025\u8b66\u62a5\u3002\u6240\u6709\u5904\u7406\u5747\u5728\u8fb9\u7f18\u7aef\u5b8c\u6210\uff0c\u786e\u4fdd\u5173\u952e\u5b89\u5168\u573a\u666f\u4e2d\u7684\u9690\u79c1\u4fdd\u62a4\u4e0e\u54cd\u5e94\u80fd\u529b\u3002 \u795e\u7ecf\u5f62\u6001\u67b6\u6784\u4ec5\u6d88\u8017\u4f20\u7edf\u6df1\u5ea6\u5b66\u4e60\u6d41\u6c34\u7ebf\u7684\u6781\u5c0f\u529f\u8017\uff0c\u540c\u65f6\u4fdd\u6301\u7a33\u5b9a\u7684\u63a8\u7406\u901f\u5ea6\u548c\u5f3a\u5065\u6027\u80fd\u3002 \u5e94\u7528\u4eae\u70b9\uff1a \u00a0\u8d85\u4f4e\u529f\u8017 \u4fbf\u643a\u5f0f\u6811\u8393\u6d3e+\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u914d\u7f6e \u00a0\u7aef\u5230\u7aef\u5e94\u7528\u5728\u8fb9\u7f18\u786c\u4ef6\u4e0a\u8fd0\u884c \u6253\u9020\u771f\u6b63\u4f4e\u529f\u8017\u8fb9\u7f18AI\u7684\u5b9e\u8df5\u6307\u5357 MulticoreWare\u5728\u65b0\u5174\u4f4e\u529f\u8017\u8ba1\u7b97\u751f\u6001\u7cfb\u7edf\u4e2d\u8fd0\u7528\u6df1\u539a\u7684\u6280\u672f\u4e13\u957f\uff0c\u4f7fAI\u80fd\u5728\u8d44\u6e90\u53d7\u9650\u7684\u5e73\u53f0\u4e0a\u9ad8\u6548\u8fd0\u884c\u3002\u6211\u4eec\u7684\u89e3\u51b3\u65b9\u6848\u878d\u5408\uff1a \u9762\u5411\u4f4e\u529f\u8017 MCU \u7684\u5e94\u7528\u5c31\u7eea\u578b AI \u5de5\u4f5c\u8d1f\u8f7d\uff1a\u5524\u9192\u8bcd\/\u5173\u952e\u8bcd\u89e6\u53d1\u8bed\u97f3\u6a21\u578b\u3001\u7d27\u51d1\u578b\u89c6\u89c9\uff08\u4eba\u7269\u68c0\u6d4b\u3001\u5206\u7c7b\uff09\u3001\u4f20\u611f\u5668\u7ea7\u5f02\u5e38\u68c0\u6d4b\u53ca\u5fae\u578b\u673a\u5668\u5b66\u4e60\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u5747\u9488\u5bf9Arm Cortex-M\u53ca\u540c\u7c7b\u4f4e\u529f\u8017\u5d4c\u5165\u5f0f\u82af\u7247\u4f18\u5316\u3002 \u7aef\u5230\u7aef SDK \u8d4b\u80fd\uff1a\u63d0\u4f9b\u5b9a\u5236\u7684 CMSIS-NN \u7b97\u5b50\u3001\u6e05\u6670\u4ece\u8bad\u7ec3\u5230 TFLite \u7684\u8f6c\u6362\u6d41\u7a0b\uff0c\u4ee5\u53ca\u7ed3\u5408\u5185\u5b58\u5256\u6790\u7684\u5b9a\u5411\u91cf\u5316\u4e0e\u526a\u679d\u6280\u672f\uff0c\u786e\u4fdd\u5728 MCU \u4e0a\u7684\u987a\u5229\u90e8\u7f72\u3002 \u7f16\u8bd1\u5668\u7ea7\u4e0e\u8fd0\u884c\u65f6\u4f18\u5316\uff1a\u5229\u7528TFLite Micro\u548cTVM-Micro\u8c03\u4f18\u5185\u6838\uff0c\u7ba1\u7406\u5185\u5b58\u7d27\u51d1\u5f20\u91cf\u7a7a\u95f4\uff0c\u6784\u5efa\u80fd\u5728\u4e25\u683cRAM\u3001\u8ba1\u7b97\u548c\u529f\u8017\u9884\u7b97\u5185\u4fdd\u6301\u7a33\u5b9a\u7684\u63a8\u7406\u8def\u5f84\u3002 \u66f4\u5e7f\u6cdb\u7684 MCU \u4eba\u5de5\u667a\u80fd\u5e94\u7528\uff1a\u5de5\u4e1a\u3001\u667a\u80fd\u5bb6\u5c45\u4e0e\u667a\u6167\u57ce\u5e02 \u968f\u7740\u533b\u7597\u5065\u5eb7\u9886\u57df\u5f15\u9886\u5d4c\u5165\u5f0f\u4f18\u5148\u7684\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\uff0c\u667a\u80fd\u5bb6\u5c45\u3001\u5de5\u4e1a\u7cfb\u7edf\u548c\u667a\u6167\u57ce\u5e02\u6b63\u8fc5\u901f\u8ddf\u8fdb\u3002\u8d28\u91cf\u68c0\u6d4b\u3001\u9884\u6d4b\u6027\u7ef4\u62a4\u3001\u673a\u5668\u4eba\u8f85\u52a9\u3001\u5bb6\u5ead\u5b89\u9632\u548c\u5728\u573a\u611f\u77e5\u7b49\u5e94\u7528\u65e5\u76ca\u9700\u8981\u76f4\u63a5\u5728MCU\u7ea7\u4f4e\u529f\u8017\u8fb9\u7f18\u5904\u7406\u5668\u4e0a\u8fd0\u884c\u7684AI\u6280\u672f\u3002 MulticoreWare\u4e3aArm Cortex-M\u8bbe\u5907\u6253\u9020\u7684\u5b9e\u65f6\u63a8\u7406\u6846\u67b6\uff0c\u901a\u8fc7\u9ad8\u5ea6\u4f18\u5316\u7684\u6d41\u6c34\u7ebf\u652f\u6301\u8fd9\u4e00\u8f6c\u578b\uff0c\u5305\u62ec\u91cf\u5316\u3001\u526a\u679d\u3001CMSIS-NN\u5185\u6838\u8c03\u4f18\uff0c\u4ee5\u53ca\u4e3a\u8d44\u6e90\u53d7\u9650MCU\u5b9a\u5236\u7684\u5185\u5b58\u7d27\u51d1\u6267\u884c\u8def\u5f84\u3002\u8fd9\u4f7fOEM\u5382\u5546\u80fd\u591f\u90e8\u7f72\u5524\u9192\u8bcd\u68c0\u6d4b\u3001\u7d27\u51d1\u89c6\u89c9\u6a21\u578b\u548c\u4f20\u611f\u5668\u7ea7\u5f02\u5e38\u68c0\u6d4b\u7b49\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u8ba9\u6700\u5fae\u578b\u8bbe\u5907\u4e5f\u80fd\u8fd0\u884c\u667a\u80fd\u529f\u80fd\uff0c\u65e0\u9700\u4f9d\u8d56\u5916\u90e8\u8ba1\u7b97\u8d44\u6e90\u3002 \u7ed3\u8bba\uff1a\u4e91\u7aef\u4e4b\u5916\u7684\u667a\u80fd\u65b0\u5b9a\u4e49 \u4eba\u5de5\u667a\u80fd\u4e0e\u5d4c\u5165\u5f0f\u8ba1\u7b97\u7684\u878d\u5408\uff0c\u6807\u5fd7\u7740\u667a\u80fd\u8bbe\u8ba1\u3001\u90e8\u7f72\u4e0e\u6269\u5c55\u65b9\u5f0f\u7684\u91cd\u5927\u53d8\u9769\u3002\u901a\u8fc7\u5728\u8fb9\u7f18\u7aef\u76f4\u63a5\u5b9e\u73b0\u8f7b\u91cf\u5316\u3001\u9ad8\u80fd\u6548\u7684\u4eba\u5de5\u667a\u80fd\uff0cMulticoreWare\u52a9\u529b\u533b\u7597\u3001\u5de5\u4e1a\u53ca\u667a\u6167\u57ce\u5e02\u9886\u57df\u7684\u5ba2\u6237\u5b9e\u73b0\u66f4\u5feb\u7684\u54cd\u5e94\u901f\u5ea6\u3001\u66f4\u9ad8\u7684\u53ef\u9760\u6027\u53ca\u66f4\u4f4e\u7684\u80fd\u8017\u8db3\u8ff9\u3002 \u968f\u7740\u8ba1\u7b97\u4e0e\u667a\u80fd\u7684\u8fb9\u754c\u65e5\u76ca\u878d\u5408\uff0cMulticoreWare&nbsp; <a href=\"https:\/\/multicorewareinc.com\/ch\/designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware\/\">&hellip; Read more <i class=\"fa fa-arrow-right\"><\/i><\/a><\/p>\n","protected":false},"author":1,"featured_media":20585,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[29,30],"tags":[],"class_list":["post-20584","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-smart-health-smart-cities-industry-4-0"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.12 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u57fa\u4e8e\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u7684\u8d85\u4f4e\u529f\u8017\u89c6\u89c9\u6d41\u6c34\u7ebf\u8bbe\u8ba1 - MulticoreWare<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/multicorewareinc.com\/ch\/designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u57fa\u4e8e\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u7684\u8d85\u4f4e\u529f\u8017\u89c6\u89c9\u6d41\u6c34\u7ebf\u8bbe\u8ba1 - MulticoreWare\" \/>\n<meta property=\"og:description\" content=\"\u5f15\u8a00\uff1a\u7a81\u7834\u529f\u8017\u9650\u5236\u7684\u521b\u65b0\u9a71\u52a8\u529b \u968f\u7740\u4eba\u5de5\u667a\u80fd\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u6301\u7eed\u53d1\u5c55\uff0c\u5176\u65e5\u76ca\u589e\u957f\u7684\u590d\u6742\u6027\u5f80\u5f80\u9700\u8981\u5f3a\u5927\u7684\u786c\u4ef6\u548c\u9ad8\u80fd\u8017\u8d44\u6e90\u3002\u7136\u800c\uff0c\u5728\u5c06\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u90e8\u7f72\u5230\u8fb9\u7f18\u65f6\uff0c\u6211\u4eec\u5bfb\u6c42\u80fd\u591f\u4ee5\u6700\u4f4e\u80fd\u8017\u8fd0\u884c\u7684\u8d85\u9ad8\u6548\u786c\u4ef6\uff0c\u8fd9\u5e26\u6765\u4e86\u72ec\u7279\u7684\u5de5\u7a0b\u6311\u6218\u3002ARM Cortex-M\u5fae\u63a7\u5236\u5668\uff08MCU\uff09\u53ca\u540c\u7c7b\u4f4e\u529f\u8017\u5904\u7406\u5668\u5b58\u5728\u4e25\u82db\u7684\u8ba1\u7b97\u4e0e\u5185\u5b58\u9650\u5236\uff0c\u4f7f\u5f97\u91cf\u5316\u3001\u526a\u679d\u53ca\u8f7b\u91cf\u5316\u8fd0\u884c\u65f6\u7b49\u4f18\u5316\u6280\u672f\u5bf9\u5b9e\u65f6\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u4e9b\u6311\u6218\u53cd\u8fc7\u6765\u4e5f\u50ac\u751f\u4e86\u521b\u65b0\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4ece\u800c\u8ba9\u4eba\u5de5\u667a\u80fd\u53d8\u5f97\u66f4\u6613\u83b7\u53d6\u3001\u66f4\u9ad8\u6548\u3001\u66f4\u5177\u53ef\u6301\u7eed\u6027\u3002 \u5728MulticoreWare\uff0c\u6211\u4eec\u6301\u7eed\u63a2\u7d22\u591a\u79cd\u8def\u5f84\uff0c\u5c06\u66f4\u591a\u667a\u80fd\u63a8\u5411\u8fd9\u4e9b\u8d44\u6e90\u53d7\u9650\u7684\u8bbe\u5907\u3002\u8fd9\u4e00\u63a2\u7d22\u5f15\u9886\u6211\u4eec\u8fdb\u5165\u795e\u7ecf\u5f62\u6001AI\u67b6\u6784\u9886\u57df\uff0c\u5e76\u5f00\u53d1\u51fa\u4e13\u7528\u7684\u7c7b\u8111\u786c\u4ef6\u2014\u2014\u901a\u8fc7\u6a21\u62df\u5927\u8111\u7684\u4e8b\u4ef6\u9a71\u52a8\u5904\u7406\u673a\u5236\uff0c\u5b9e\u73b0\u8d85\u4f4e\u529f\u8017\u63a8\u7406\u3002\u6211\u4eec\u6d1e\u5bdf\u5230\u8be5\u6846\u67b6\u7684\u521b\u65b0\u4ef7\u503c\uff0c\u51b3\u5fc3\u5c06\u5176\u4e0e\u6df1\u539a\u7684MCU\u6280\u672f\u79ef\u6dc0\u76f8\u7ed3\u5408\uff0c\u4e3a\u533b\u7597\u3001\u667a\u80fd\u5bb6\u5c45\u53ca\u5de5\u4e1a\u9886\u57df\u5f00\u8f9f\u6301\u7eed\u5728\u7ebfAI\u7684\u65b0\u8def\u5f84\u3002 \u9762\u5411\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u7684\u8bbe\u8ba1 \u6211\u4eec\u6240\u786e\u5b9a\u7684\u795e\u7ecf\u5f62\u6001\u4eba\u5de5\u667a\u80fd\u6846\u67b6\u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u578b\u795e\u7ecf\u7f51\u7edc\u2014\u2014\u65f6\u5e8f\u4e8b\u4ef6\u795e\u7ecf\u7f51\u7edc\uff08TENNS\uff09\u3002TENNS\u91c7\u7528\u72b6\u6001\u7a7a\u95f4\u67b6\u6784\uff0c\u80fd\u591f\u52a8\u6001\u5904\u7406\u4e8b\u4ef6\u800c\u975e\u56fa\u5b9a\u95f4\u9694\u5904\u7406\uff0c\u901a\u8fc7\u8df3\u8fc7\u7a7a\u95f2\u671f\u6765\u6700\u5927\u9650\u5ea6\u964d\u4f4e\u80fd\u8017\u548c\u5185\u5b58\u5360\u7528\u3002\u8be5\u8bbe\u8ba1\u53ef\u5728\u6beb\u74e6\u7ea7\u529f\u8017\u4e0b\u5b9e\u73b0\u5b9e\u65f6\u63a8\u7406\uff0c\u4f7f\u5176\u6210\u4e3a\u8fb9\u7f18\u90e8\u7f72\u7684\u7406\u60f3\u9009\u62e9\u3002 \u5f00\u53d1\u795e\u7ecf\u5f62\u6001AI\u6a21\u578b\u8fdc\u975e\u7b80\u5355\u79fb\u690d\u73b0\u6709\u67b6\u6784\u3002\u6211\u4eec\u91c7\u7528\u7684\u6846\u67b6\u8981\u6c42\u5b9e\u73b0\u5b8c\u6574\u7684 int8 \u91cf\u5316\uff0c\u5e76\u9075\u5b88\u4e25\u683c\u7684\u67b6\u6784\u7ea6\u675f\uff1a\u4ec5\u652f\u6301\u6709\u9650\u7684\u7f51\u7edc\u5c42\u7c7b\u578b\uff0c\u4e14\u6a21\u578b\u5fc5\u987b\u9075\u5faa\u56fa\u5b9a\u7684\u5c42\u5e8f\u5217\u4ee5\u786e\u4fdd\u517c\u5bb9\u6027\u3002\u8fd9\u4e9b\u9650\u5236\u5f80\u5f80\u9700\u8981\u91cd\u5927\u91cd\u6784\uff0c\u5305\u62ec\u4fee\u6539\u6a21\u578b\u67b6\u6784\u3001\u66ff\u6362\u4e0d\u652f\u6301\u7684\u6fc0\u6d3b\u51fd\u6570\uff08\u5982LeakyReLU\u2192ReLU\uff09\u4ee5\u53ca\u7b80\u5316\u5206\u652f\u62d3\u6251\u7ed3\u6784\u3002\u8bf8\u5982\u591a\u8f93\u5165\/\u8f93\u51fa\u6a21\u578b\u7b49\u6df1\u5ea6\u5b66\u4e60\u7279\u6027\u540c\u6837\u65e0\u6cd5\u5b9e\u73b0\uff0c\u5f00\u53d1\u8005\u9700\u5b9e\u65bd\u66ff\u4ee3\u65b9\u6848\u6216\u5f7b\u5e95\u91cd\u6784\u6a21\u578b\u3002 \u7b80\u800c\u8a00\u4e4b\uff0c\u4e3a\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u8fdb\u884c\u5f00\u53d1\u610f\u5473\u7740\u4ece\u5934\u5f00\u59cb\uff0c\u5728\u7cbe\u5ea6\u3001\u6548\u7387\u4e0e\u4e25\u683c\u7684\u8bbe\u8ba1\u89c4\u5219\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u4ece\u800c\u5151\u73b0\u5176\u5728\u8fb9\u7f18\u5b9e\u73b0\u5b9e\u65f6\u3001\u8d85\u4f4e\u529f\u8017\u4eba\u5de5\u667a\u80fd\u7684\u6f5c\u529b\u3002 \u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u5b9e\u73b0\u5b9e\u65f6\u8001\u4eba\u8f85\u52a9\u7cfb\u7edf \u4e3a\u5c55\u73b0\u7c7b\u8111\u4eba\u5de5\u667a\u80fd\u7684\u6f5c\u529b\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u5957\u57fa\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u8001\u4eba\u8f85\u52a9\u7cfb\u7edf\u3002\u8be5\u7cfb\u7edf\u80fd\u5728\u6781\u4f4e\u529f\u8017\u786c\u4ef6\u4e0a\u5b9e\u65f6\u8fd0\u884c\uff0c\u53ef\u68c0\u6d4b\u5750\u7acb\u3001\u884c\u8d70\u3001\u8eba\u5367\u6216\u8dcc\u5012\u7b49\u5173\u952e\u4eba\u4f53\u6d3b\u52a8\u3002 \u76ee\u6807\u7b80\u5355\u800c\u96c4\u5fc3\u52c3\u52c3\uff1a \u6784\u5efa\u5b8c\u5168\u57fa\u4e8e\u8bbe\u5907\u7684\u4f4e\u529f\u8017AI\u6d41\u6c34\u7ebf\uff0c\u5728\u8d44\u6e90\u53d7\u9650\u73af\u5883\u4e2d\u6301\u7eed\u76d1\u6d4b\u5e76\u89e3\u6790\u4eba\u4f53\u52a8\u4f5c\uff0c\u540c\u65f6\u4fdd\u969c\u7528\u6237\u9690\u79c1\u4e0e\u8fd0\u884c\u6548\u7387\u3002 \u7136\u800c\u53d7\u6846\u67b6\u67b6\u6784\u9650\u5236\uff0c\u67d0\u4e9b\u6a21\u578b\uff08\u5982\u59ff\u6001\u4f30\u8ba1\uff09\u65e0\u6cd5\u5b8c\u5168\u652f\u6301\u3002\u4e3a\u6b64\u6211\u4eec\u91c7\u7528\u6df7\u5408\u65b9\u6848\uff0c\u878d\u5408\u7c7b\u8111\u4e0e\u4f20\u7edf\u8ba1\u7b97\u8d44\u6e90\uff1a \u795e\u7ecf\u5f62\u6001\u786c\u4ef6\uff1a\u901a\u8fc7\u4e13\u7528\u6a21\u578b\u6267\u884c\u7269\u4f53\u68c0\u6d4b\u4e0e\u6d3b\u52a8\u5206\u7c7b CPU\uff08Tensorflow Lite\uff09\uff1a\u5904\u7406\u59ff\u6001\u4f30\u8ba1\u4e0e\u4e2d\u95f4\u7279\u5f81\u63d0\u53d6 \u8be5\u8bbe\u8ba1\u5728\u4fdd\u6301\u529f\u80fd\u5b8c\u6574\u7684\u540c\u65f6\uff0c\u4e5f\u786e\u4fdd\u4e86\u8fb9\u7f18\u4fa7\u63a8\u7406\u7684\u9ad8\u80fd\u6548\u3002\u6211\u4eec\u7684\u6a21\u5757\u5316\u89c6\u89c9\u6d41\u6c34\u7ebf\u5229\u7528\u7c7b\u8111\u52a0\u901f\u6280\u672f\u8fdb\u884c\u68c0\u6d4b\u548c\u5206\u7c7b\uff0c\u800c\u59ff\u6001\u4f30\u8ba1\u5219\u5728\u4e3b\u8bbe\u5907\u4e0a\u8fd0\u884c\u3002 \u6210\u679c\uff1a\u8fb9\u7f18\u667a\u80fd\u4f4e\u529f\u8017\u8f85\u52a9\u7cfb\u7edf https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/Demo-Video-1.mp4 \u5728\u4e0a\u8ff0\u6f14\u793a\u4e2d\uff0c\u6211\u4eec\u6210\u529f\u5728\u6811\u8393\u6d3e\u4e0a\u90e8\u7f72\u4e86\u5b8c\u6574\u7684\u89c6\u89c9\u5904\u7406\u6d41\u6c34\u7ebf\uff0c\u8be5\u8bbe\u5907\u901a\u8fc7PCIe\u63d2\u69fd\u8fde\u63a5\u795e\u7ecf\u5f62\u6001\u52a0\u901f\u5668\uff0c\u5b9e\u73b0\u4e86\u65e0\u7f1d\u8fd0\u884c\u3002\u8fd9\u5145\u5206\u8bc1\u660e\u4e86\u8be5\u7cfb\u7edf\u7684\u53ef\u79fb\u690d\u6027\u4e0e\u5b9e\u9645\u90e8\u7f72\u80fd\u529b\uff0c\u9a8c\u8bc1\u4e86\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u5b9e\u73b0\u5b9e\u65f6\u4f4e\u529f\u8017\u4eba\u5de5\u667a\u80fd\u7684\u53ef\u884c\u6027\u3002\u8be5\u7cfb\u7edf\u53ef\u6301\u7eed\u5b9e\u65f6\u8bc6\u522b\u5e76\u5206\u7c7b\u7528\u6237\u6d3b\u52a8\uff0c\u53ef\u5373\u65f6\u68c0\u6d4b\u8dcc\u5012\u6216\u6c42\u52a9\u624b\u52bf\u7b49\u4e8b\u4ef6\u5e76\u89e6\u53d1\u7d27\u6025\u8b66\u62a5\u3002\u6240\u6709\u5904\u7406\u5747\u5728\u8fb9\u7f18\u7aef\u5b8c\u6210\uff0c\u786e\u4fdd\u5173\u952e\u5b89\u5168\u573a\u666f\u4e2d\u7684\u9690\u79c1\u4fdd\u62a4\u4e0e\u54cd\u5e94\u80fd\u529b\u3002 \u795e\u7ecf\u5f62\u6001\u67b6\u6784\u4ec5\u6d88\u8017\u4f20\u7edf\u6df1\u5ea6\u5b66\u4e60\u6d41\u6c34\u7ebf\u7684\u6781\u5c0f\u529f\u8017\uff0c\u540c\u65f6\u4fdd\u6301\u7a33\u5b9a\u7684\u63a8\u7406\u901f\u5ea6\u548c\u5f3a\u5065\u6027\u80fd\u3002 \u5e94\u7528\u4eae\u70b9\uff1a \u00a0\u8d85\u4f4e\u529f\u8017 \u4fbf\u643a\u5f0f\u6811\u8393\u6d3e+\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u914d\u7f6e \u00a0\u7aef\u5230\u7aef\u5e94\u7528\u5728\u8fb9\u7f18\u786c\u4ef6\u4e0a\u8fd0\u884c \u6253\u9020\u771f\u6b63\u4f4e\u529f\u8017\u8fb9\u7f18AI\u7684\u5b9e\u8df5\u6307\u5357 MulticoreWare\u5728\u65b0\u5174\u4f4e\u529f\u8017\u8ba1\u7b97\u751f\u6001\u7cfb\u7edf\u4e2d\u8fd0\u7528\u6df1\u539a\u7684\u6280\u672f\u4e13\u957f\uff0c\u4f7fAI\u80fd\u5728\u8d44\u6e90\u53d7\u9650\u7684\u5e73\u53f0\u4e0a\u9ad8\u6548\u8fd0\u884c\u3002\u6211\u4eec\u7684\u89e3\u51b3\u65b9\u6848\u878d\u5408\uff1a \u9762\u5411\u4f4e\u529f\u8017 MCU \u7684\u5e94\u7528\u5c31\u7eea\u578b AI \u5de5\u4f5c\u8d1f\u8f7d\uff1a\u5524\u9192\u8bcd\/\u5173\u952e\u8bcd\u89e6\u53d1\u8bed\u97f3\u6a21\u578b\u3001\u7d27\u51d1\u578b\u89c6\u89c9\uff08\u4eba\u7269\u68c0\u6d4b\u3001\u5206\u7c7b\uff09\u3001\u4f20\u611f\u5668\u7ea7\u5f02\u5e38\u68c0\u6d4b\u53ca\u5fae\u578b\u673a\u5668\u5b66\u4e60\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u5747\u9488\u5bf9Arm Cortex-M\u53ca\u540c\u7c7b\u4f4e\u529f\u8017\u5d4c\u5165\u5f0f\u82af\u7247\u4f18\u5316\u3002 \u7aef\u5230\u7aef SDK \u8d4b\u80fd\uff1a\u63d0\u4f9b\u5b9a\u5236\u7684 CMSIS-NN \u7b97\u5b50\u3001\u6e05\u6670\u4ece\u8bad\u7ec3\u5230 TFLite \u7684\u8f6c\u6362\u6d41\u7a0b\uff0c\u4ee5\u53ca\u7ed3\u5408\u5185\u5b58\u5256\u6790\u7684\u5b9a\u5411\u91cf\u5316\u4e0e\u526a\u679d\u6280\u672f\uff0c\u786e\u4fdd\u5728 MCU \u4e0a\u7684\u987a\u5229\u90e8\u7f72\u3002 \u7f16\u8bd1\u5668\u7ea7\u4e0e\u8fd0\u884c\u65f6\u4f18\u5316\uff1a\u5229\u7528TFLite Micro\u548cTVM-Micro\u8c03\u4f18\u5185\u6838\uff0c\u7ba1\u7406\u5185\u5b58\u7d27\u51d1\u5f20\u91cf\u7a7a\u95f4\uff0c\u6784\u5efa\u80fd\u5728\u4e25\u683cRAM\u3001\u8ba1\u7b97\u548c\u529f\u8017\u9884\u7b97\u5185\u4fdd\u6301\u7a33\u5b9a\u7684\u63a8\u7406\u8def\u5f84\u3002 \u66f4\u5e7f\u6cdb\u7684 MCU \u4eba\u5de5\u667a\u80fd\u5e94\u7528\uff1a\u5de5\u4e1a\u3001\u667a\u80fd\u5bb6\u5c45\u4e0e\u667a\u6167\u57ce\u5e02 \u968f\u7740\u533b\u7597\u5065\u5eb7\u9886\u57df\u5f15\u9886\u5d4c\u5165\u5f0f\u4f18\u5148\u7684\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\uff0c\u667a\u80fd\u5bb6\u5c45\u3001\u5de5\u4e1a\u7cfb\u7edf\u548c\u667a\u6167\u57ce\u5e02\u6b63\u8fc5\u901f\u8ddf\u8fdb\u3002\u8d28\u91cf\u68c0\u6d4b\u3001\u9884\u6d4b\u6027\u7ef4\u62a4\u3001\u673a\u5668\u4eba\u8f85\u52a9\u3001\u5bb6\u5ead\u5b89\u9632\u548c\u5728\u573a\u611f\u77e5\u7b49\u5e94\u7528\u65e5\u76ca\u9700\u8981\u76f4\u63a5\u5728MCU\u7ea7\u4f4e\u529f\u8017\u8fb9\u7f18\u5904\u7406\u5668\u4e0a\u8fd0\u884c\u7684AI\u6280\u672f\u3002 MulticoreWare\u4e3aArm Cortex-M\u8bbe\u5907\u6253\u9020\u7684\u5b9e\u65f6\u63a8\u7406\u6846\u67b6\uff0c\u901a\u8fc7\u9ad8\u5ea6\u4f18\u5316\u7684\u6d41\u6c34\u7ebf\u652f\u6301\u8fd9\u4e00\u8f6c\u578b\uff0c\u5305\u62ec\u91cf\u5316\u3001\u526a\u679d\u3001CMSIS-NN\u5185\u6838\u8c03\u4f18\uff0c\u4ee5\u53ca\u4e3a\u8d44\u6e90\u53d7\u9650MCU\u5b9a\u5236\u7684\u5185\u5b58\u7d27\u51d1\u6267\u884c\u8def\u5f84\u3002\u8fd9\u4f7fOEM\u5382\u5546\u80fd\u591f\u90e8\u7f72\u5524\u9192\u8bcd\u68c0\u6d4b\u3001\u7d27\u51d1\u89c6\u89c9\u6a21\u578b\u548c\u4f20\u611f\u5668\u7ea7\u5f02\u5e38\u68c0\u6d4b\u7b49\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u8ba9\u6700\u5fae\u578b\u8bbe\u5907\u4e5f\u80fd\u8fd0\u884c\u667a\u80fd\u529f\u80fd\uff0c\u65e0\u9700\u4f9d\u8d56\u5916\u90e8\u8ba1\u7b97\u8d44\u6e90\u3002 \u7ed3\u8bba\uff1a\u4e91\u7aef\u4e4b\u5916\u7684\u667a\u80fd\u65b0\u5b9a\u4e49 \u4eba\u5de5\u667a\u80fd\u4e0e\u5d4c\u5165\u5f0f\u8ba1\u7b97\u7684\u878d\u5408\uff0c\u6807\u5fd7\u7740\u667a\u80fd\u8bbe\u8ba1\u3001\u90e8\u7f72\u4e0e\u6269\u5c55\u65b9\u5f0f\u7684\u91cd\u5927\u53d8\u9769\u3002\u901a\u8fc7\u5728\u8fb9\u7f18\u7aef\u76f4\u63a5\u5b9e\u73b0\u8f7b\u91cf\u5316\u3001\u9ad8\u80fd\u6548\u7684\u4eba\u5de5\u667a\u80fd\uff0cMulticoreWare\u52a9\u529b\u533b\u7597\u3001\u5de5\u4e1a\u53ca\u667a\u6167\u57ce\u5e02\u9886\u57df\u7684\u5ba2\u6237\u5b9e\u73b0\u66f4\u5feb\u7684\u54cd\u5e94\u901f\u5ea6\u3001\u66f4\u9ad8\u7684\u53ef\u9760\u6027\u53ca\u66f4\u4f4e\u7684\u80fd\u8017\u8db3\u8ff9\u3002 \u968f\u7740\u8ba1\u7b97\u4e0e\u667a\u80fd\u7684\u8fb9\u754c\u65e5\u76ca\u878d\u5408\uff0cMulticoreWare&nbsp; &hellip; Read more\" \/>\n<meta property=\"og:url\" content=\"https:\/\/multicorewareinc.com\/ch\/designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware\/\" \/>\n<meta property=\"og:site_name\" content=\"MulticoreWare\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-11T05:34:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-30T13:10:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/ultra-low.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"952\" \/>\n\t<meta property=\"og:image:height\" content=\"720\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/multicorewareinc.com\/ch\/designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware\/\",\"url\":\"https:\/\/multicorewareinc.com\/ch\/designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware\/\",\"name\":\"\u57fa\u4e8e\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u7684\u8d85\u4f4e\u529f\u8017\u89c6\u89c9\u6d41\u6c34\u7ebf\u8bbe\u8ba1 - MulticoreWare\",\"isPartOf\":{\"@id\":\"https:\/\/multicorewareinc.com\/ch\/#website\"},\"datePublished\":\"2025-12-11T05:34:15+00:00\",\"dateModified\":\"2025-12-30T13:10:43+00:00\",\"author\":{\"@id\":\"https:\/\/multicorewareinc.com\/ch\/#\/schema\/person\/56ca35dfbaaa10c30b73b0745ab54091\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/multicorewareinc.com\/ch\/designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware\/\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/multicorewareinc.com\/ch\/#website\",\"url\":\"https:\/\/multicorewareinc.com\/ch\/\",\"name\":\"MulticoreWare\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/multicorewareinc.com\/ch\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/multicorewareinc.com\/ch\/#\/schema\/person\/56ca35dfbaaa10c30b73b0745ab54091\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/multicorewareinc.com\/ch\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/c8b1ca3c59472b67fb25654409068247c4f4d7d14ecae079a9d3b351edbbbf17?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/c8b1ca3c59472b67fb25654409068247c4f4d7d14ecae079a9d3b351edbbbf17?s=96&d=mm&r=g\",\"caption\":\"admin\"},\"sameAs\":[\"https:\/\/multicorewareinc.com\"],\"url\":\"https:\/\/multicorewareinc.com\/ch\/author\/admin\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u57fa\u4e8e\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u7684\u8d85\u4f4e\u529f\u8017\u89c6\u89c9\u6d41\u6c34\u7ebf\u8bbe\u8ba1 - MulticoreWare","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/multicorewareinc.com\/ch\/designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware\/","og_locale":"en_US","og_type":"article","og_title":"\u57fa\u4e8e\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u7684\u8d85\u4f4e\u529f\u8017\u89c6\u89c9\u6d41\u6c34\u7ebf\u8bbe\u8ba1 - MulticoreWare","og_description":"\u5f15\u8a00\uff1a\u7a81\u7834\u529f\u8017\u9650\u5236\u7684\u521b\u65b0\u9a71\u52a8\u529b \u968f\u7740\u4eba\u5de5\u667a\u80fd\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u6301\u7eed\u53d1\u5c55\uff0c\u5176\u65e5\u76ca\u589e\u957f\u7684\u590d\u6742\u6027\u5f80\u5f80\u9700\u8981\u5f3a\u5927\u7684\u786c\u4ef6\u548c\u9ad8\u80fd\u8017\u8d44\u6e90\u3002\u7136\u800c\uff0c\u5728\u5c06\u4eba\u5de5\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u90e8\u7f72\u5230\u8fb9\u7f18\u65f6\uff0c\u6211\u4eec\u5bfb\u6c42\u80fd\u591f\u4ee5\u6700\u4f4e\u80fd\u8017\u8fd0\u884c\u7684\u8d85\u9ad8\u6548\u786c\u4ef6\uff0c\u8fd9\u5e26\u6765\u4e86\u72ec\u7279\u7684\u5de5\u7a0b\u6311\u6218\u3002ARM Cortex-M\u5fae\u63a7\u5236\u5668\uff08MCU\uff09\u53ca\u540c\u7c7b\u4f4e\u529f\u8017\u5904\u7406\u5668\u5b58\u5728\u4e25\u82db\u7684\u8ba1\u7b97\u4e0e\u5185\u5b58\u9650\u5236\uff0c\u4f7f\u5f97\u91cf\u5316\u3001\u526a\u679d\u53ca\u8f7b\u91cf\u5316\u8fd0\u884c\u65f6\u7b49\u4f18\u5316\u6280\u672f\u5bf9\u5b9e\u65f6\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u4e9b\u6311\u6218\u53cd\u8fc7\u6765\u4e5f\u50ac\u751f\u4e86\u521b\u65b0\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4ece\u800c\u8ba9\u4eba\u5de5\u667a\u80fd\u53d8\u5f97\u66f4\u6613\u83b7\u53d6\u3001\u66f4\u9ad8\u6548\u3001\u66f4\u5177\u53ef\u6301\u7eed\u6027\u3002 \u5728MulticoreWare\uff0c\u6211\u4eec\u6301\u7eed\u63a2\u7d22\u591a\u79cd\u8def\u5f84\uff0c\u5c06\u66f4\u591a\u667a\u80fd\u63a8\u5411\u8fd9\u4e9b\u8d44\u6e90\u53d7\u9650\u7684\u8bbe\u5907\u3002\u8fd9\u4e00\u63a2\u7d22\u5f15\u9886\u6211\u4eec\u8fdb\u5165\u795e\u7ecf\u5f62\u6001AI\u67b6\u6784\u9886\u57df\uff0c\u5e76\u5f00\u53d1\u51fa\u4e13\u7528\u7684\u7c7b\u8111\u786c\u4ef6\u2014\u2014\u901a\u8fc7\u6a21\u62df\u5927\u8111\u7684\u4e8b\u4ef6\u9a71\u52a8\u5904\u7406\u673a\u5236\uff0c\u5b9e\u73b0\u8d85\u4f4e\u529f\u8017\u63a8\u7406\u3002\u6211\u4eec\u6d1e\u5bdf\u5230\u8be5\u6846\u67b6\u7684\u521b\u65b0\u4ef7\u503c\uff0c\u51b3\u5fc3\u5c06\u5176\u4e0e\u6df1\u539a\u7684MCU\u6280\u672f\u79ef\u6dc0\u76f8\u7ed3\u5408\uff0c\u4e3a\u533b\u7597\u3001\u667a\u80fd\u5bb6\u5c45\u53ca\u5de5\u4e1a\u9886\u57df\u5f00\u8f9f\u6301\u7eed\u5728\u7ebfAI\u7684\u65b0\u8def\u5f84\u3002 \u9762\u5411\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u7684\u8bbe\u8ba1 \u6211\u4eec\u6240\u786e\u5b9a\u7684\u795e\u7ecf\u5f62\u6001\u4eba\u5de5\u667a\u80fd\u6846\u67b6\u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u578b\u795e\u7ecf\u7f51\u7edc\u2014\u2014\u65f6\u5e8f\u4e8b\u4ef6\u795e\u7ecf\u7f51\u7edc\uff08TENNS\uff09\u3002TENNS\u91c7\u7528\u72b6\u6001\u7a7a\u95f4\u67b6\u6784\uff0c\u80fd\u591f\u52a8\u6001\u5904\u7406\u4e8b\u4ef6\u800c\u975e\u56fa\u5b9a\u95f4\u9694\u5904\u7406\uff0c\u901a\u8fc7\u8df3\u8fc7\u7a7a\u95f2\u671f\u6765\u6700\u5927\u9650\u5ea6\u964d\u4f4e\u80fd\u8017\u548c\u5185\u5b58\u5360\u7528\u3002\u8be5\u8bbe\u8ba1\u53ef\u5728\u6beb\u74e6\u7ea7\u529f\u8017\u4e0b\u5b9e\u73b0\u5b9e\u65f6\u63a8\u7406\uff0c\u4f7f\u5176\u6210\u4e3a\u8fb9\u7f18\u90e8\u7f72\u7684\u7406\u60f3\u9009\u62e9\u3002 \u5f00\u53d1\u795e\u7ecf\u5f62\u6001AI\u6a21\u578b\u8fdc\u975e\u7b80\u5355\u79fb\u690d\u73b0\u6709\u67b6\u6784\u3002\u6211\u4eec\u91c7\u7528\u7684\u6846\u67b6\u8981\u6c42\u5b9e\u73b0\u5b8c\u6574\u7684 int8 \u91cf\u5316\uff0c\u5e76\u9075\u5b88\u4e25\u683c\u7684\u67b6\u6784\u7ea6\u675f\uff1a\u4ec5\u652f\u6301\u6709\u9650\u7684\u7f51\u7edc\u5c42\u7c7b\u578b\uff0c\u4e14\u6a21\u578b\u5fc5\u987b\u9075\u5faa\u56fa\u5b9a\u7684\u5c42\u5e8f\u5217\u4ee5\u786e\u4fdd\u517c\u5bb9\u6027\u3002\u8fd9\u4e9b\u9650\u5236\u5f80\u5f80\u9700\u8981\u91cd\u5927\u91cd\u6784\uff0c\u5305\u62ec\u4fee\u6539\u6a21\u578b\u67b6\u6784\u3001\u66ff\u6362\u4e0d\u652f\u6301\u7684\u6fc0\u6d3b\u51fd\u6570\uff08\u5982LeakyReLU\u2192ReLU\uff09\u4ee5\u53ca\u7b80\u5316\u5206\u652f\u62d3\u6251\u7ed3\u6784\u3002\u8bf8\u5982\u591a\u8f93\u5165\/\u8f93\u51fa\u6a21\u578b\u7b49\u6df1\u5ea6\u5b66\u4e60\u7279\u6027\u540c\u6837\u65e0\u6cd5\u5b9e\u73b0\uff0c\u5f00\u53d1\u8005\u9700\u5b9e\u65bd\u66ff\u4ee3\u65b9\u6848\u6216\u5f7b\u5e95\u91cd\u6784\u6a21\u578b\u3002 \u7b80\u800c\u8a00\u4e4b\uff0c\u4e3a\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u8fdb\u884c\u5f00\u53d1\u610f\u5473\u7740\u4ece\u5934\u5f00\u59cb\uff0c\u5728\u7cbe\u5ea6\u3001\u6548\u7387\u4e0e\u4e25\u683c\u7684\u8bbe\u8ba1\u89c4\u5219\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u4ece\u800c\u5151\u73b0\u5176\u5728\u8fb9\u7f18\u5b9e\u73b0\u5b9e\u65f6\u3001\u8d85\u4f4e\u529f\u8017\u4eba\u5de5\u667a\u80fd\u7684\u6f5c\u529b\u3002 \u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u5b9e\u73b0\u5b9e\u65f6\u8001\u4eba\u8f85\u52a9\u7cfb\u7edf \u4e3a\u5c55\u73b0\u7c7b\u8111\u4eba\u5de5\u667a\u80fd\u7684\u6f5c\u529b\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u5957\u57fa\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u8001\u4eba\u8f85\u52a9\u7cfb\u7edf\u3002\u8be5\u7cfb\u7edf\u80fd\u5728\u6781\u4f4e\u529f\u8017\u786c\u4ef6\u4e0a\u5b9e\u65f6\u8fd0\u884c\uff0c\u53ef\u68c0\u6d4b\u5750\u7acb\u3001\u884c\u8d70\u3001\u8eba\u5367\u6216\u8dcc\u5012\u7b49\u5173\u952e\u4eba\u4f53\u6d3b\u52a8\u3002 \u76ee\u6807\u7b80\u5355\u800c\u96c4\u5fc3\u52c3\u52c3\uff1a \u6784\u5efa\u5b8c\u5168\u57fa\u4e8e\u8bbe\u5907\u7684\u4f4e\u529f\u8017AI\u6d41\u6c34\u7ebf\uff0c\u5728\u8d44\u6e90\u53d7\u9650\u73af\u5883\u4e2d\u6301\u7eed\u76d1\u6d4b\u5e76\u89e3\u6790\u4eba\u4f53\u52a8\u4f5c\uff0c\u540c\u65f6\u4fdd\u969c\u7528\u6237\u9690\u79c1\u4e0e\u8fd0\u884c\u6548\u7387\u3002 \u7136\u800c\u53d7\u6846\u67b6\u67b6\u6784\u9650\u5236\uff0c\u67d0\u4e9b\u6a21\u578b\uff08\u5982\u59ff\u6001\u4f30\u8ba1\uff09\u65e0\u6cd5\u5b8c\u5168\u652f\u6301\u3002\u4e3a\u6b64\u6211\u4eec\u91c7\u7528\u6df7\u5408\u65b9\u6848\uff0c\u878d\u5408\u7c7b\u8111\u4e0e\u4f20\u7edf\u8ba1\u7b97\u8d44\u6e90\uff1a \u795e\u7ecf\u5f62\u6001\u786c\u4ef6\uff1a\u901a\u8fc7\u4e13\u7528\u6a21\u578b\u6267\u884c\u7269\u4f53\u68c0\u6d4b\u4e0e\u6d3b\u52a8\u5206\u7c7b CPU\uff08Tensorflow Lite\uff09\uff1a\u5904\u7406\u59ff\u6001\u4f30\u8ba1\u4e0e\u4e2d\u95f4\u7279\u5f81\u63d0\u53d6 \u8be5\u8bbe\u8ba1\u5728\u4fdd\u6301\u529f\u80fd\u5b8c\u6574\u7684\u540c\u65f6\uff0c\u4e5f\u786e\u4fdd\u4e86\u8fb9\u7f18\u4fa7\u63a8\u7406\u7684\u9ad8\u80fd\u6548\u3002\u6211\u4eec\u7684\u6a21\u5757\u5316\u89c6\u89c9\u6d41\u6c34\u7ebf\u5229\u7528\u7c7b\u8111\u52a0\u901f\u6280\u672f\u8fdb\u884c\u68c0\u6d4b\u548c\u5206\u7c7b\uff0c\u800c\u59ff\u6001\u4f30\u8ba1\u5219\u5728\u4e3b\u8bbe\u5907\u4e0a\u8fd0\u884c\u3002 \u6210\u679c\uff1a\u8fb9\u7f18\u667a\u80fd\u4f4e\u529f\u8017\u8f85\u52a9\u7cfb\u7edf https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/Demo-Video-1.mp4 \u5728\u4e0a\u8ff0\u6f14\u793a\u4e2d\uff0c\u6211\u4eec\u6210\u529f\u5728\u6811\u8393\u6d3e\u4e0a\u90e8\u7f72\u4e86\u5b8c\u6574\u7684\u89c6\u89c9\u5904\u7406\u6d41\u6c34\u7ebf\uff0c\u8be5\u8bbe\u5907\u901a\u8fc7PCIe\u63d2\u69fd\u8fde\u63a5\u795e\u7ecf\u5f62\u6001\u52a0\u901f\u5668\uff0c\u5b9e\u73b0\u4e86\u65e0\u7f1d\u8fd0\u884c\u3002\u8fd9\u5145\u5206\u8bc1\u660e\u4e86\u8be5\u7cfb\u7edf\u7684\u53ef\u79fb\u690d\u6027\u4e0e\u5b9e\u9645\u90e8\u7f72\u80fd\u529b\uff0c\u9a8c\u8bc1\u4e86\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u5b9e\u73b0\u5b9e\u65f6\u4f4e\u529f\u8017\u4eba\u5de5\u667a\u80fd\u7684\u53ef\u884c\u6027\u3002\u8be5\u7cfb\u7edf\u53ef\u6301\u7eed\u5b9e\u65f6\u8bc6\u522b\u5e76\u5206\u7c7b\u7528\u6237\u6d3b\u52a8\uff0c\u53ef\u5373\u65f6\u68c0\u6d4b\u8dcc\u5012\u6216\u6c42\u52a9\u624b\u52bf\u7b49\u4e8b\u4ef6\u5e76\u89e6\u53d1\u7d27\u6025\u8b66\u62a5\u3002\u6240\u6709\u5904\u7406\u5747\u5728\u8fb9\u7f18\u7aef\u5b8c\u6210\uff0c\u786e\u4fdd\u5173\u952e\u5b89\u5168\u573a\u666f\u4e2d\u7684\u9690\u79c1\u4fdd\u62a4\u4e0e\u54cd\u5e94\u80fd\u529b\u3002 \u795e\u7ecf\u5f62\u6001\u67b6\u6784\u4ec5\u6d88\u8017\u4f20\u7edf\u6df1\u5ea6\u5b66\u4e60\u6d41\u6c34\u7ebf\u7684\u6781\u5c0f\u529f\u8017\uff0c\u540c\u65f6\u4fdd\u6301\u7a33\u5b9a\u7684\u63a8\u7406\u901f\u5ea6\u548c\u5f3a\u5065\u6027\u80fd\u3002 \u5e94\u7528\u4eae\u70b9\uff1a \u00a0\u8d85\u4f4e\u529f\u8017 \u4fbf\u643a\u5f0f\u6811\u8393\u6d3e+\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u914d\u7f6e \u00a0\u7aef\u5230\u7aef\u5e94\u7528\u5728\u8fb9\u7f18\u786c\u4ef6\u4e0a\u8fd0\u884c \u6253\u9020\u771f\u6b63\u4f4e\u529f\u8017\u8fb9\u7f18AI\u7684\u5b9e\u8df5\u6307\u5357 MulticoreWare\u5728\u65b0\u5174\u4f4e\u529f\u8017\u8ba1\u7b97\u751f\u6001\u7cfb\u7edf\u4e2d\u8fd0\u7528\u6df1\u539a\u7684\u6280\u672f\u4e13\u957f\uff0c\u4f7fAI\u80fd\u5728\u8d44\u6e90\u53d7\u9650\u7684\u5e73\u53f0\u4e0a\u9ad8\u6548\u8fd0\u884c\u3002\u6211\u4eec\u7684\u89e3\u51b3\u65b9\u6848\u878d\u5408\uff1a \u9762\u5411\u4f4e\u529f\u8017 MCU \u7684\u5e94\u7528\u5c31\u7eea\u578b AI \u5de5\u4f5c\u8d1f\u8f7d\uff1a\u5524\u9192\u8bcd\/\u5173\u952e\u8bcd\u89e6\u53d1\u8bed\u97f3\u6a21\u578b\u3001\u7d27\u51d1\u578b\u89c6\u89c9\uff08\u4eba\u7269\u68c0\u6d4b\u3001\u5206\u7c7b\uff09\u3001\u4f20\u611f\u5668\u7ea7\u5f02\u5e38\u68c0\u6d4b\u53ca\u5fae\u578b\u673a\u5668\u5b66\u4e60\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u5747\u9488\u5bf9Arm Cortex-M\u53ca\u540c\u7c7b\u4f4e\u529f\u8017\u5d4c\u5165\u5f0f\u82af\u7247\u4f18\u5316\u3002 \u7aef\u5230\u7aef SDK \u8d4b\u80fd\uff1a\u63d0\u4f9b\u5b9a\u5236\u7684 CMSIS-NN \u7b97\u5b50\u3001\u6e05\u6670\u4ece\u8bad\u7ec3\u5230 TFLite \u7684\u8f6c\u6362\u6d41\u7a0b\uff0c\u4ee5\u53ca\u7ed3\u5408\u5185\u5b58\u5256\u6790\u7684\u5b9a\u5411\u91cf\u5316\u4e0e\u526a\u679d\u6280\u672f\uff0c\u786e\u4fdd\u5728 MCU \u4e0a\u7684\u987a\u5229\u90e8\u7f72\u3002 \u7f16\u8bd1\u5668\u7ea7\u4e0e\u8fd0\u884c\u65f6\u4f18\u5316\uff1a\u5229\u7528TFLite Micro\u548cTVM-Micro\u8c03\u4f18\u5185\u6838\uff0c\u7ba1\u7406\u5185\u5b58\u7d27\u51d1\u5f20\u91cf\u7a7a\u95f4\uff0c\u6784\u5efa\u80fd\u5728\u4e25\u683cRAM\u3001\u8ba1\u7b97\u548c\u529f\u8017\u9884\u7b97\u5185\u4fdd\u6301\u7a33\u5b9a\u7684\u63a8\u7406\u8def\u5f84\u3002 \u66f4\u5e7f\u6cdb\u7684 MCU \u4eba\u5de5\u667a\u80fd\u5e94\u7528\uff1a\u5de5\u4e1a\u3001\u667a\u80fd\u5bb6\u5c45\u4e0e\u667a\u6167\u57ce\u5e02 \u968f\u7740\u533b\u7597\u5065\u5eb7\u9886\u57df\u5f15\u9886\u5d4c\u5165\u5f0f\u4f18\u5148\u7684\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\uff0c\u667a\u80fd\u5bb6\u5c45\u3001\u5de5\u4e1a\u7cfb\u7edf\u548c\u667a\u6167\u57ce\u5e02\u6b63\u8fc5\u901f\u8ddf\u8fdb\u3002\u8d28\u91cf\u68c0\u6d4b\u3001\u9884\u6d4b\u6027\u7ef4\u62a4\u3001\u673a\u5668\u4eba\u8f85\u52a9\u3001\u5bb6\u5ead\u5b89\u9632\u548c\u5728\u573a\u611f\u77e5\u7b49\u5e94\u7528\u65e5\u76ca\u9700\u8981\u76f4\u63a5\u5728MCU\u7ea7\u4f4e\u529f\u8017\u8fb9\u7f18\u5904\u7406\u5668\u4e0a\u8fd0\u884c\u7684AI\u6280\u672f\u3002 MulticoreWare\u4e3aArm Cortex-M\u8bbe\u5907\u6253\u9020\u7684\u5b9e\u65f6\u63a8\u7406\u6846\u67b6\uff0c\u901a\u8fc7\u9ad8\u5ea6\u4f18\u5316\u7684\u6d41\u6c34\u7ebf\u652f\u6301\u8fd9\u4e00\u8f6c\u578b\uff0c\u5305\u62ec\u91cf\u5316\u3001\u526a\u679d\u3001CMSIS-NN\u5185\u6838\u8c03\u4f18\uff0c\u4ee5\u53ca\u4e3a\u8d44\u6e90\u53d7\u9650MCU\u5b9a\u5236\u7684\u5185\u5b58\u7d27\u51d1\u6267\u884c\u8def\u5f84\u3002\u8fd9\u4f7fOEM\u5382\u5546\u80fd\u591f\u90e8\u7f72\u5524\u9192\u8bcd\u68c0\u6d4b\u3001\u7d27\u51d1\u89c6\u89c9\u6a21\u578b\u548c\u4f20\u611f\u5668\u7ea7\u5f02\u5e38\u68c0\u6d4b\u7b49\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u8ba9\u6700\u5fae\u578b\u8bbe\u5907\u4e5f\u80fd\u8fd0\u884c\u667a\u80fd\u529f\u80fd\uff0c\u65e0\u9700\u4f9d\u8d56\u5916\u90e8\u8ba1\u7b97\u8d44\u6e90\u3002 \u7ed3\u8bba\uff1a\u4e91\u7aef\u4e4b\u5916\u7684\u667a\u80fd\u65b0\u5b9a\u4e49 \u4eba\u5de5\u667a\u80fd\u4e0e\u5d4c\u5165\u5f0f\u8ba1\u7b97\u7684\u878d\u5408\uff0c\u6807\u5fd7\u7740\u667a\u80fd\u8bbe\u8ba1\u3001\u90e8\u7f72\u4e0e\u6269\u5c55\u65b9\u5f0f\u7684\u91cd\u5927\u53d8\u9769\u3002\u901a\u8fc7\u5728\u8fb9\u7f18\u7aef\u76f4\u63a5\u5b9e\u73b0\u8f7b\u91cf\u5316\u3001\u9ad8\u80fd\u6548\u7684\u4eba\u5de5\u667a\u80fd\uff0cMulticoreWare\u52a9\u529b\u533b\u7597\u3001\u5de5\u4e1a\u53ca\u667a\u6167\u57ce\u5e02\u9886\u57df\u7684\u5ba2\u6237\u5b9e\u73b0\u66f4\u5feb\u7684\u54cd\u5e94\u901f\u5ea6\u3001\u66f4\u9ad8\u7684\u53ef\u9760\u6027\u53ca\u66f4\u4f4e\u7684\u80fd\u8017\u8db3\u8ff9\u3002 \u968f\u7740\u8ba1\u7b97\u4e0e\u667a\u80fd\u7684\u8fb9\u754c\u65e5\u76ca\u878d\u5408\uff0cMulticoreWare&nbsp; &hellip; Read more","og_url":"https:\/\/multicorewareinc.com\/ch\/designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware\/","og_site_name":"MulticoreWare","article_published_time":"2025-12-11T05:34:15+00:00","article_modified_time":"2025-12-30T13:10:43+00:00","og_image":[{"width":952,"height":720,"url":"https:\/\/multicorewareinc.com\/ch\/wp-content\/uploads\/2025\/12\/ultra-low.webp","type":"image\/webp"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/multicorewareinc.com\/ch\/designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware\/","url":"https:\/\/multicorewareinc.com\/ch\/designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware\/","name":"\u57fa\u4e8e\u795e\u7ecf\u5f62\u6001\u786c\u4ef6\u7684\u8d85\u4f4e\u529f\u8017\u89c6\u89c9\u6d41\u6c34\u7ebf\u8bbe\u8ba1 - MulticoreWare","isPartOf":{"@id":"https:\/\/multicorewareinc.com\/ch\/#website"},"datePublished":"2025-12-11T05:34:15+00:00","dateModified":"2025-12-30T13:10:43+00:00","author":{"@id":"https:\/\/multicorewareinc.com\/ch\/#\/schema\/person\/56ca35dfbaaa10c30b73b0745ab54091"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/multicorewareinc.com\/ch\/designing-ultra-low-power-vision-pipelines-on-neuromorphic-hardware\/"]}]},{"@type":"WebSite","@id":"https:\/\/multicorewareinc.com\/ch\/#website","url":"https:\/\/multicorewareinc.com\/ch\/","name":"MulticoreWare","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/multicorewareinc.com\/ch\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/multicorewareinc.com\/ch\/#\/schema\/person\/56ca35dfbaaa10c30b73b0745ab54091","name":"admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/multicorewareinc.com\/ch\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/c8b1ca3c59472b67fb25654409068247c4f4d7d14ecae079a9d3b351edbbbf17?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c8b1ca3c59472b67fb25654409068247c4f4d7d14ecae079a9d3b351edbbbf17?s=96&d=mm&r=g","caption":"admin"},"sameAs":["https:\/\/multicorewareinc.com"],"url":"https:\/\/multicorewareinc.com\/ch\/author\/admin\/"}]}},"_links":{"self":[{"href":"https:\/\/multicorewareinc.com\/ch\/wp-json\/wp\/v2\/posts\/20584","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/multicorewareinc.com\/ch\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/multicorewareinc.com\/ch\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/multicorewareinc.com\/ch\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/multicorewareinc.com\/ch\/wp-json\/wp\/v2\/comments?post=20584"}],"version-history":[{"count":16,"href":"https:\/\/multicorewareinc.com\/ch\/wp-json\/wp\/v2\/posts\/20584\/revisions"}],"predecessor-version":[{"id":20614,"href":"https:\/\/multicorewareinc.com\/ch\/wp-json\/wp\/v2\/posts\/20584\/revisions\/20614"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/multicorewareinc.com\/ch\/wp-json\/wp\/v2\/media\/20585"}],"wp:attachment":[{"href":"https:\/\/multicorewareinc.com\/ch\/wp-json\/wp\/v2\/media?parent=20584"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/multicorewareinc.com\/ch\/wp-json\/wp\/v2\/categories?post=20584"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/multicorewareinc.com\/ch\/wp-json\/wp\/v2\/tags?post=20584"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}