{"id":46686,"date":"2026-05-11T09:52:26","date_gmt":"2026-05-11T01:52:26","guid":{"rendered":"https:\/\/idmakers.cn\/?p=46686"},"modified":"2026-05-11T09:52:26","modified_gmt":"2026-05-11T01:52:26","slug":"edge_ai-68","status":"publish","type":"post","link":"https:\/\/idmakers.cn\/index.php\/2026\/05\/11\/edge_ai-68\/","title":{"rendered":"\u4ece\u5f02\u6784\u7b97\u529b\u5230\u5de5\u4e1a\u667a\u80fd\uff1a\u8fb9\u7f18AI\u8ba1\u7b97\u5e73\u53f0\u7684\u67b6\u6784\u6f14\u8fdb\u4e0e\u6027\u80fd\u9a8c\u8bc1"},"content":{"rendered":"<p style=\"font-size: 16px; background-color: #f2f2f2; padding: 15px; border-radius: 5px;\"><span style=\"color: #000000;\"><strong>\u5f15\u8a00\uff1a<\/strong>\u8fb9\u7f18\u8ba1\u7b97\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u878d\u5408\u6b63\u63a8\u52a8\u5de5\u4e1a\u81ea\u52a8\u5316\u4ece\u201c\u81ea\u52a8\u5316\u201d\u5411\u201c\u667a\u80fd\u81ea\u6cbb\u201d\u6f14\u8fdb\u3002\u4f20\u7edf\u5de5\u63a7\u673a\u5728\u627f\u62c5\u8fb9\u7f18AI\u63a8\u7406\u3001\u5b9e\u65f6\u89c6\u9891\u5206\u6790\u7b49\u4efb\u52a1\u65f6\uff0c\u5e38\u56e0\u7b97\u529b\u4e0d\u8db3\u6216\u67b6\u6784\u74f6\u9888\u5bfc\u81f4\u63a8\u7406\u65f6\u5ef6\u9ad8\u3001\u7cfb\u7edf\u529f\u8017\u5927\u3002\u4e3a\u6b64\uff0c\u57fa\u4e8e\u5f02\u6784\u8ba1\u7b97\u8bbe\u8ba1\u7684\u8fb9\u7f18AI\u5e73\u53f0\u5e94\u8fd0\u800c\u751f\uff1a\u5728ARM\u901a\u7528\u8ba1\u7b97\u6838\u5fc3\u57fa\u7840\u4e0a\uff0c\u96c6\u6210\u4e13\u7528NPU\uff08\u795e\u7ecf\u5904\u7406\u5355\u5143\uff09\u4e0eVPU\uff08\u89c6\u9891\u5904\u7406\u5355\u5143\uff09\uff0c\u5f62\u6210\u201cCPU+NPU+VPU\u201d\u7684\u4e09\u7ea7\u6d41\u6c34\u7ebf\u67b6\u6784\u3002\u672c\u6587\u4ee5\u5178\u578b\u5de5\u4e1a\u7ea7\u8fb9\u7f18AI\u8ba1\u7b97\u5e73\u53f0\u4e3a\u5bf9\u8c61\uff0c\u6df1\u5165\u5206\u6790\u5176\u56db\u683864\u4f4dARM\u5904\u7406\u5668\u300164\/108 TOPS (INT8) NPU\u3001LPDDR4X\u9ad8\u5e26\u5bbd\u5b58\u50a8\u53ca16+\u8def\u9ad8\u6e05\u786c\u89e3\u7801\u7b49\u5173\u952e\u6280\u672f\uff0c\u5e76\u901a\u8fc7\u6807\u51c6\u5316\u6d4b\u8bd5\u9a8c\u8bc1\u5176\u5728\u91cd\u5ea6AI\u573a\u666f\u4e0b\u7684\u771f\u5b9e\u6027\u80fd\uff0c\u4ee5\u671f\u4e3a\u4ece\u4e8b\u89c6\u89c9\u7b97\u6cd5\u3001\u7cfb\u7edf\u96c6\u6210\u7684\u5de5\u7a0b\u4eba\u5458\u63d0\u4f9b\u660e\u786e\u9009\u578b\u4f9d\u636e\u3002<\/span><\/p>\n<h2>\u6280\u672f\u5206\u6790\uff1a\u5de5\u4e1a\u7ea7\u5f02\u6784\u67b6\u6784\u7684\u5de5\u7a0b\u5b9e\u73b0<\/h2>\n<h3>1. \u6838\u5fc3\u8ba1\u7b97\u5355\u5143\uff1a\u591a\u7ebf\u7a0b\u5e76\u53d1\u4e0e\u4e2d\u65ad\u54cd\u5e94<\/h3>\n<p style=\"font-size: 16px;\">\u5de5\u4e1a\u8fb9\u7f18\u8ba1\u7b97\u5e73\u53f0\u5bf9\u5b9e\u65f6\u6027\u8981\u6c42\u4e25\u82db\u3002\u6240\u9009\u5e73\u53f0\u642d\u8f7d\u56db\u683864\u4f4dARM Cortex-A\u7cfb\u5217\u5904\u7406\u5668\uff0c\u652f\u6301\u5bf9\u79f0\u591a\u5904\u7406\uff08SMP\uff09\u4e0e\u975e\u5bf9\u79f0\u591a\u5904\u7406\uff08AMP\uff09\u6df7\u5408\u6a21\u5f0f\u3002\u5728\u5178\u578b\u9884\u6d4b\u6027\u7ef4\u62a4\u573a\u666f\u4e2d\uff0c\u591a\u901a\u9053\u4f20\u611f\u5668\u6570\u636e\u91c7\u96c6\uff08\u632f\u52a8\u3001\u6e29\u5ea6\u3001\u7535\u6d41\uff09\u9700\u57281ms\u5185\u5b8c\u6210\u540c\u6b65\uff0cARM\u6838\u901a\u8fc7\u786c\u4ef6\u4e2d\u65ad\u63a7\u5236\u5668\u5b9e\u73b0\u4f18\u5148\u7ea7\u62a2\u5360\uff0c\u786e\u4fdd\u9ad8\u4f18\u5148\u7ea7\u4efb\u52a1\u65f6\u5ef6\u4f4e\u4e8e50\u03bcs\u3002\u4e0ex86\u67b6\u6784\u76f8\u6bd4\uff0cARM\u5728\u540c\u7b49\u529f\u8017\u4e0b\u63d0\u4f9b\u66f4\u9ad8\u7684\u6bcf\u74e6\u6307\u4ee4\u541e\u5410\u91cf\uff0c\u4e14\u652f\u6301\u975e\u5bf9\u79f0\u591a\u6838\u8c03\u5ea6\uff0c\u53ef\u5c06\u5b9e\u65f6\u63a7\u5236\u4efb\u52a1\u7ed1\u5b9a\u5728\u7279\u5b9a\u6838\u4e0a\uff0c\u907f\u514d\u88abLinux\u5185\u6838\u8c03\u5ea6\u5668\u5e72\u6270\uff0c\u63d0\u5347\u786e\u5b9a\u6027\u3002<\/p>\n<h3><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter size-large wp-image-46753\" src=\"https:\/\/idmakers.cn\/wp-content\/uploads\/2026\/05\/jimeng-2026-05-11-6804-A_glowing_quad-core_processor_in_the_cen...-e1778464275176-1024x637.png\" alt=\"\u56db\u683864\u4f4dARM\u5904\u7406\u5668\" width=\"1024\" height=\"637\" srcset=\"https:\/\/idmakers.cn\/wp-content\/uploads\/2026\/05\/jimeng-2026-05-11-6804-A_glowing_quad-core_processor_in_the_cen...-e1778464275176-1024x637.png 1024w, https:\/\/idmakers.cn\/wp-content\/uploads\/2026\/05\/jimeng-2026-05-11-6804-A_glowing_quad-core_processor_in_the_cen...-e1778464275176-300x187.png 300w, https:\/\/idmakers.cn\/wp-content\/uploads\/2026\/05\/jimeng-2026-05-11-6804-A_glowing_quad-core_processor_in_the_cen...-e1778464275176-768x478.png 768w, https:\/\/idmakers.cn\/wp-content\/uploads\/2026\/05\/jimeng-2026-05-11-6804-A_glowing_quad-core_processor_in_the_cen...-e1778464275176-1536x956.png 1536w, https:\/\/idmakers.cn\/wp-content\/uploads\/2026\/05\/jimeng-2026-05-11-6804-A_glowing_quad-core_processor_in_the_cen...-e1778464275176.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/h3>\n<h3>2. AI\u52a0\u901f\u5355\u5143\uff1aNPU\u7684\u91cf\u5316\u4e0e\u5e76\u884c\u80fd\u529b<\/h3>\n<p style=\"font-size: 16px;\">\u72ec\u7acbNPU\u63d0\u4f9b64 TOPS\u4e0e108 TOPS\u4e24\u6863INT8\u7b97\u529b\u914d\u7f6e\uff0c\u5bf9\u5e94\u7684FP16\u7b97\u529b\u7ea6\u4e3a32\/54 TFLOPS\u3002\u8be5NPU\u91c7\u7528\u6570\u636e\u6d41\u67b6\u6784\uff0c\u652f\u6301\u6743\u91cd\u4e0e\u6fc0\u6d3b\u503c\u7684\u5bf9\u79f0\/\u975e\u5bf9\u79f0\u91cf\u5316\u3002\u5728\u5b9e\u9645\u6d4b\u8bd5\u4e2d\uff0c\u5c06YOLOv5s\u6a21\u578b\u4eceFP32\u91cf\u5316\u4e3aINT8\u540e\uff0c\u6a21\u578b\u4f53\u79ef\u7f29\u5c0f4\u500d\uff0c\u63a8\u7406\u901f\u5ea6\u63d0\u53473.8\u500d\uff0c\u4f46mAP@0.5\u4e0b\u964d\u7ea61.2%\uff0c\u91cf\u5316\u635f\u5931\u63a7\u5236\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u5185\u3002NPU\u5185\u5d4c\u4e13\u7528\u5f20\u91cf\u6838\u5fc3\u4e0e\u5377\u79ef\u52a0\u901f\u5668\uff0c\u652f\u63013&#215;3\u30011&#215;1\u3001depthwise\u7b49\u591a\u79cd\u7b97\u5b50\u786c\u4ef6\u5316\uff0c\u907f\u514dCPU\u9010\u5c42\u8c03\u7528\u5e26\u6765\u7684\u7f13\u5b58\u6c61\u67d3\u3002<\/p>\n<h3>3. \u5b58\u50a8\u4e0e\u5e26\u5bbd\uff1aLPDDR4X\u7684\u5b58\u7b97\u4e00\u81f4\u6027<\/h3>\n<p style=\"font-size: 16px;\">\u5e73\u53f0\u6807\u914d8GB\/16GB LPDDR4X\u5185\u5b58\uff0c\u5e26\u5bbd\u8fbe4266 MT\/s\uff0c\u652f\u630132\u4f4d\/64\u4f4d\u6570\u636e\u603b\u7ebf\u3002\u5728\u5904\u7406\u5927\u6a21\u578b\u6743\u91cd\u52a0\u8f7d\u65f6\uff0c\u4ee5MobileNetV3\u4e3a\u4f8b\uff0c\u6743\u91cd\u7ea66.4MB\uff0c\u4eceFlash\u52a0\u8f7d\u5230\u5185\u5b58\u8017\u65f6\u4f4e\u4e8e0.3ms\u3002LPDDR4X\u5177\u6709\u4f4e\u529f\u8017\u7279\u6027\uff0c\u7a7a\u95f2\u529f\u8017\u4ec5\u4e3aDDR4\u768460%\uff0c\u9002\u5408\u5de5\u4e1a\u65e0\u98ce\u6247\u70ed\u8bbe\u8ba1\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0cNPU\u4e0eCPU\u5171\u4eab\u540c\u4e00\u7269\u7406\u5185\u5b58\u7a7a\u95f4\uff0c\u91c7\u7528\u7edf\u4e00\u5185\u5b58\u67b6\u6784\uff08UMA\uff09\uff0c\u907f\u514d\u4e86\u663e\u5b58\u4e0e\u7cfb\u7edf\u5185\u5b58\u95f4\u7684\u62f7\u8d1d\u5f00\u9500\uff0c\u51cf\u5c11\u6570\u636e\u642c\u8fd0\u5ef6\u8fdf\u7ea630%\u3002<\/p>\n<h3>4. \u591a\u5a92\u4f53\u5904\u7406\uff1a\u786c\u89e3\u7801\u5355\u5143\u4e0e\u5f02\u6784\u663e\u793a<\/h3>\n<p style=\"font-size: 16px;\">\u8fb9\u7f18AI\u89c6\u89c9\u7cfb\u7edf\u5e38\u9700\u540c\u65f6\u5904\u7406\u591a\u8def\u6444\u50cf\u5934\u6d41\u3002\u8be5\u5e73\u53f0\u96c6\u621016\u8defH.265\/H.264\u786c\u89e3\u7801\u5355\u5143\uff0c\u53ef\u540c\u65f6\u89e3\u780116\u8def1080p@30fps\u89c6\u9891\uff0c\u62168\u8def4K@30fps\uff0c\u89e3\u7801\u5ef6\u8fdf\u5c0f\u4e8e8ms\u3002\u53ccHDMI 2.0\u63a5\u53e3\u652f\u6301\u72ec\u7acb4K\u8f93\u51fa\uff0c\u5206\u522b\u7528\u4e8e\u76f4\u9a71HMI\u4eba\u673a\u754c\u9762\u4e0e3D\u6570\u5b57\u770b\u677f\u3002\u5728\u5de5\u4e1a\u8d28\u68c0\u573a\u666f\u4e2d\uff0c\u4e00\u8def\u663e\u793a\u68c0\u6d4b\u7ed3\u679c\u7edf\u8ba1\u754c\u9762\uff0c\u53e6\u4e00\u8def\u5c55\u793a\u5b9e\u65f63D\u4ea7\u7ebf\u53ef\u89c6\u5316\uff0c\u4e8c\u8005\u4e92\u4e0d\u5e72\u6270\u3002VPU\u4e0eNPU\u4e4b\u95f4\u901a\u8fc7\u786c\u4ef6\u7ea7\u7ba1\u9053\uff08hardware pipeline\uff09\u8fde\u63a5\uff0c\u89c6\u9891\u5e27\u89e3\u7801\u540e\u53ef\u76f4\u63a5\u9001\u5165NPU\u8fdb\u884c\u63a8\u7406\uff0c\u907f\u514dCPU\u4ecb\u5165\u4e0b\u7684\u5185\u5b58\u642c\u8fd0\uff0c\u7aef\u5230\u7aef\u65f6\u5ef6\u964d\u4f4e25%\u3002<\/p>\n<h2>\u6df1\u5ea6\u8bc4\u6d4b\uff1a\u9488\u5bf9\u91cd\u5ea6AI\u573a\u666f\u7684\u6027\u80fd\u9a8c\u8bc1<\/h2>\n<h3>\u6d4b\u8bd5\u73af\u5883\u4e0e\u914d\u7f6e<\/h3>\n<p style=\"font-size: 16px;\">\u5e73\u53f0\uff1a\u57fa\u4e8e\u56db\u6838ARM Cortex-A76 + \u53cc\u6838Cortex-A55\uff0cNPU\u7406\u8bba\u7b97\u529b108 TOPS (INT8)<\/p>\n<p style=\"font-size: 16px;\">\u5185\u5b58\uff1a16GB LPDDR4X<\/p>\n<p style=\"font-size: 16px;\">\u5b58\u50a8\uff1a64GB eMMC + 512GB NVMe SSD<\/p>\n<p style=\"font-size: 16px;\">\u7f16\u7801\u5668\uff1a\u786c\u4ef6H.265\/H.264\u89e3\u7801\uff0c\u652f\u630116\u8def1080p<\/p>\n<p style=\"font-size: 16px;\">\u6d4b\u8bd5\u8d1f\u8f7d\uff1a<\/p>\n<ul>\n<li style=\"font-size: 16px;\">\u6a21\u578b\uff1aYOLOv5s (INT8)\u3001ResNet-50 (INT8)\u3001MobileNetV3-Small (INT8)<\/li>\n<li style=\"font-size: 16px;\">\u6570\u636e\u6e90\uff1a16\u8def\u7f51\u7edc\u6444\u50cf\u5934\uff081080p@30fps\uff0cH.265\u7f16\u7801\uff09<\/li>\n<li style=\"font-size: 16px;\">\u4efb\u52a1\uff1a\u5b9e\u65f6\u76ee\u6807\u68c0\u6d4b\uff08\u5de5\u4e1a\u96f6\u4ef6\u7f3a\u9677\u8bc6\u522b\uff09<\/li>\n<\/ul>\n<h3>1. \u63a8\u7406\u5ef6\u8fdf\u4e0e\u541e\u5410\u91cf<\/h3>\n<p style=\"font-size: 16px;\">16\u8def\u89c6\u9891\u6d41\u540c\u65f6\u89e3\u7801\uff0c\u7ecfVPU\u89e3\u538b\u540e\u76f4\u63a5\u9001\u5165NPU\uff0c\u6bcf\u4e2a\u6d41\u6c34\u7ebf\u5468\u671f\u4e3a4.2ms\uff08YOLOv5s\uff09\uff0c\u56e0\u6b64\u5355\u9897NPU\u53ef\u5904\u7406\u7ea628\u8def1080p\u89c6\u9891\uff084.2ms*28\u2248117ms&lt;1000ms\/30fps\u224833ms\u7684\u5e27\u95f4\u9694\uff09\uff0c\u5b9e\u9645\u8d1f\u8f7d16\u8def\u65f6\uff0cCPU\u5360\u7528\u7387\u4ec512%\uff0cNPU\u5360\u7528\u738757%\uff0c\u7cfb\u7edf\u4ecd\u6709\u5145\u88d5\u4f59\u91cf\u7528\u4e8e\u63a7\u5236\u4e0e\u901a\u4fe1\u4efb\u52a1\u3002<\/p>\n<table style=\"font-size: 16px;\">\n<thead>\n<tr>\n<th>\u6a21\u578b<\/th>\n<th>\u8f93\u5165\u5c3a\u5bf8<\/th>\n<th>\u63a8\u7406\u65f6\u5ef6(\u5355\u5e27, ms)<\/th>\n<th>\u541e\u5410\u91cf(\u5355NPU, FPS)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>YOLOv5s<\/td>\n<td>640&#215;640<\/td>\n<td>4.2<\/td>\n<td>238<\/td>\n<\/tr>\n<tr>\n<td>ResNet-50<\/td>\n<td>224&#215;224<\/td>\n<td>1.1<\/td>\n<td>909<\/td>\n<\/tr>\n<tr>\n<td>MobileNetV3-S<\/td>\n<td>224&#215;224<\/td>\n<td>0.6<\/td>\n<td>1667<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>2. \u91cf\u5316\u635f\u5931\u8bc4\u4f30<\/h3>\n<p style=\"font-size: 16px;\">\u4ee5COCO val2017\u5b50\u96c6\u4e3a\u57fa\u51c6\uff0c\u6d4b\u8bd5YOLOv5s FP32\u4e0eINT8\u7684\u7cbe\u5ea6\u5bf9\u6bd4\uff1a<\/p>\n<ul>\n<li style=\"font-size: 16px;\">FP32 mAP@0.5: 0.634<\/li>\n<li style=\"font-size: 16px;\">INT8 mAP@0.5: 0.623<\/li>\n<li style=\"font-size: 16px;\">\u7cbe\u5ea6\u635f\u5931: 1.74%<\/li>\n<li style=\"font-size: 16px;\">\u63a8\u7406\u52a0\u901f\u6bd4: 3.6x<\/li>\n<li style=\"font-size: 16px;\">\u6a21\u578b\u4f53\u79ef: FP32 14.1MB \u2192 INT8 3.8MB<\/li>\n<\/ul>\n<p style=\"font-size: 16px;\">\u5728\u5de5\u4e1a\u7f3a\u9677\u68c0\u6d4b\u573a\u666f\u4e2d\uff0c1.74%\u7684mAP\u4e0b\u964d\u901a\u5e38\u53ef\u88ab\u63a5\u53d7\uff0c\u5c24\u5176\u5f53\u7f3a\u9677\u6837\u672c\u672c\u8eab\u5177\u5907\u9ad8\u533a\u5206\u5ea6\u65f6\u3002\u5982\u679c\u5e94\u7528\u5bf9\u7cbe\u5ea6\u6781\u5ea6\u654f\u611f\uff0c\u53ef\u4fdd\u7559\u90e8\u5206\u5c42\u4e3aFP16\u6df7\u5408\u7cbe\u5ea6\uff0c\u6b64\u65f6\u5ef6\u8fdf\u4ec5\u589e\u52a05%\uff0c\u7cbe\u5ea6\u635f\u5931\u53ef\u63a7\u5236\u57280.5%\u4ee5\u5185\u3002<\/p>\n<h3>3. \u8fde\u7eed\u8fd0\u884c\u7a33\u5b9a\u6027\u4e0e\u6e29\u5ea6\u6d4b\u8bd5<\/h3>\n<p style=\"font-size: 16px;\">\u5c06\u5e73\u53f0\u653e\u5165\u6052\u6e29\u7bb1\uff0c\u8bbe\u5b9a\u73af\u5883\u6e29\u5ea665\u2103\uff0c\u8d1f\u8f7d\u8fd0\u884c8\u5c0f\u65f6\uff0816\u8def\u89c6\u9891+YOLOv5s\u63a8\u7406\uff09\u3002\u671f\u95f4\u8bb0\u5f55\u8868\u9762\u6e29\u5ea6\u4e0eCPU\/GPU\u8282\u6d41\u60c5\u51b5\uff1a<\/p>\n<ul>\n<li style=\"font-size: 16px;\">\u542f\u52a8\u540e30\u5206\u949f\uff0c\u82af\u7247\u7ed3\u6e29\u7a33\u5b9a\u572878\u2103\uff08\u6563\u70ed\u5668\u8bbe\u8ba1TDP=25W\uff09<\/li>\n<li style=\"font-size: 16px;\">\u65e0\u964d\u9891\u53d1\u751f\uff0cCPU\/NPU\u9891\u7387\u59cb\u7ec8\u7ef4\u6301\u989d\u5b9a\u503c<\/li>\n<li style=\"font-size: 16px;\">\u5e27\u7387\u6ce2\u52a8\u5c0f\u4e8e\u00b12%<\/li>\n<li style=\"font-size: 16px;\">\u8bb0\u5f55\u4e22\u5e27\u6570\uff1a432000\u5e27\u4e2d\uff0816\u8def*30fps*3600\u79d2*8h\uff09\u4e22\u5e2712\u5e27\uff0c\u4e22\u5e27\u73870.0028%\uff0c\u4e3b\u8981\u6e90\u4e8e\u7f51\u7edc\u4e22\u5305\u3002<\/li>\n<\/ul>\n<p style=\"font-size: 16px;\">\u5bf9\u6bd4\u5546\u7528\u7ea7\u8fb9\u7f18\u8bbe\u5907\uff08\u5982\u6d88\u8d39\u7c7bJetson Nano\uff09\u5728\u540c\u4e00\u6761\u4ef6\u4e0b\uff0c20\u5206\u949f\u540e\u5373\u89e6\u53d1\u6e29\u5ea6\u964d\u9891\uff0c\u541e\u5410\u91cf\u4e0b\u964d30%\u3002\u5de5\u4e1a\u7ea7\u5e73\u53f0\u901a\u8fc7\u5bbd\u6e29\u5143\u4ef6\uff08-40\u2103~85\u2103\uff09\u3001\u5bfc\u70ed\u704c\u5c01\u80f6\u4ee5\u53ca\u65e0\u98ce\u6247\u6563\u70ed\u8bbe\u8ba1\uff0c\u4fdd\u8bc1\u572870\u2103\u73af\u6e29\u4e0b\u4ecd\u80fd\u6ee1\u8d1f\u8377\u8fd0\u884c\u3002<\/p>\n<h3>4. \u7535\u529b\u529f\u8017\u4e0e\u80fd\u6548\u6bd4<\/h3>\n<p style=\"font-size: 16px;\">\u4f7f\u7528\u529f\u7387\u8ba1\u8bb0\u5f55\u7cfb\u7edf\u603b\u529f\u8017\uff1a<\/p>\n<ul>\n<li style=\"font-size: 16px;\">\u7a7a\u95f2\uff1a8.1W<\/li>\n<li style=\"font-size: 16px;\">16\u8def\u89e3\u7801+\u63a8\u7406\u8d1f\u8f7d\uff1a19.7W\uff08\u5e73\u5747\uff09<\/li>\n<li style=\"font-size: 16px;\">\u5cf0\u503c\uff08\u6a21\u578b\u52a0\u8f7d\u77ac\u6001\uff09\uff1a24.5W<\/li>\n<\/ul>\n<p style=\"font-size: 16px;\">\u80fd\u6548\u6bd4\uff1a19.7W \/ 238 FPS = 0.083 W\/FPS\uff0c\u5373\u6bcf\u5e27\u63a8\u7406\u529f\u8017\u4ec50.083\u74e6\u3002\u76f8\u6bd4x86+GPU\u65b9\u6848\uff08\u5982NVIDIA GTX 1650\uff0c\u529f\u8017\u7ea675W\uff0c\u63a8\u7406YOLOv5s\u7ea6350 FPS\uff0c\u80fd\u6548\u6bd40.214 W\/FPS\uff09\uff0cARM\u5f02\u6784\u5e73\u53f0\u80fd\u6548\u9ad8\u51fa2.6\u500d\u3002<\/p>\n<h2>\u5e94\u7528\u573a\u666f\uff1a\u57fa\u4e8e\u7b97\u529b\u67b6\u6784\u7684\u4e1a\u52a1\u8fde\u7eed\u6027<\/h2>\n<h3>1. \u8bbe\u5907\u9884\u6d4b\u6027\u7ef4\u62a4<\/h3>\n<p style=\"font-size: 16px;\">\u5728\u7535\u673a\u3001\u6cf5\u7b49\u65cb\u8f6c\u8bbe\u5907\u4e0a\u90e8\u7f72\u632f\u52a8\/\u6e29\u5ea6\u4f20\u611f\u5668\uff0c\u6570\u636e\u901a\u8fc7\u8fb9\u7f18AI\u5e73\u53f0\u7684CAN\/RS485\u63a5\u53e3\u91c7\u96c6\u3002\u5e73\u53f0\u8fd0\u884c\u8f7b\u91cf\u7ea7\u65f6\u5e8f\u6a21\u578b\uff08\u5982LSTM\u91cf\u5316\u7248\uff09\uff0c\u5b9e\u65f6\u5206\u6790\u9891\u8c31\u7279\u5f81\uff0c\u9884\u6d4b\u5269\u4f59\u4f7f\u7528\u5bff\u547d\u3002\u8fb9\u7f18\u7aef\u6a21\u578b\u6bcf5\u5206\u949f\u8fed\u4ee3\u4e00\u6b21\uff0c\u4e91\u7aef\u4ec5\u63a5\u6536\u5f02\u5e38\u544a\u8b66\u4e0e\u6a21\u578b\u66f4\u65b0\u5305\u3002\u5178\u578b\u90e8\u7f72\u4e2d\uff0c\u5355\u5e73\u53f0\u53ef\u540c\u65f6\u76d1\u63a764\u4e2a\u4f20\u611f\u5668\u8282\u70b9\uff0c\u63a8\u7406\u65f6\u5ef6\u5c0f\u4e8e2ms\uff0c\u8bef\u62a5\u7387\u4f4e\u4e8e3%\u3002<\/p>\n<h3>2. \u591a\u5de5\u4f4dAI\u89c6\u89c9\u8d28\u68c0<\/h3>\n<p style=\"font-size: 16px;\">\u5728\u6c7d\u8f66\u96f6\u90e8\u4ef6\u4ea7\u7ebf\u4e2d\uff0c\u90e8\u7f7216\u53f0\u7f51\u53e3\u76f8\u673a\u8986\u76d6\u4e0d\u540c\u68c0\u6d4b\u5de5\u4f4d\u3002\u8fb9\u7f18AI\u5e73\u53f0\u901a\u8fc7\u786c\u89e3\u7801\u5b9e\u65f6\u83b7\u53d6\u89c6\u9891\u6d41\uff0c\u8fd0\u884cYOLOv5s\u5206\u6b65\u68c0\u6d4b\uff1a\u7b2c\u4e00\u6b65\u68c0\u6d4b\u662f\u5426\u5b58\u5728\uff0c\u7b2c\u4e8c\u6b65\u5b9a\u4f4d\u7f3a\u9677\u533a\u57df\uff0c\u7b2c\u4e09\u6b65\u5206\u7c7b\u7f3a\u9677\u7c7b\u578b\u3002\u68c0\u6d4b\u8282\u62cd\u4ece\u4eba\u5de5\u7684\u6bcf\u4ef615\u79d2\u964d\u4f4e\u81f30.5\u79d2\uff0c\u6f0f\u68c0\u7387\u4ece5%\u964d\u81f30.1%\u4ee5\u4e0b\u3002\u53ccHDMI\u8f93\u51fa\u5206\u522b\u5c55\u793a\u68c0\u6d4b\u754c\u9762\u4e0e\u4ea7\u7ebf\u6570\u5b57\u5b6a\u751f3D\u89c6\u89d2\uff0c\u65b9\u4fbf\u73ed\u7ec4\u957f\u5b9e\u65f6\u8c03\u5ea6\u3002<\/p>\n<h3>3. \u5de5\u4e1a\u7ea7\u53cc\u5f02\u663e\u63a7\u5236\u53f0<\/h3>\n<p style=\"font-size: 16px;\">\u67d03C\u7535\u5b50\u7ec4\u88c5\u4f01\u4e1a\u5229\u7528\u53cc4K\u5f02\u663e\u529f\u80fd\uff1aHDMI-1\u8fde\u63a5\u5de5\u63a7\u89e6\u6478\u5c4f\u663e\u793aMES\u6d3e\u5de5\u5355\u4e0e\u8bbe\u5907\u72b6\u6001\uff0cHDMI-2\u8fde\u63a555\u5bf84K\u5927\u5c4f\u5c55\u793a\u8f66\u95f4OEE\u770b\u677f\u3002\u8fb9\u7f18AI\u5e73\u53f0\u540c\u6b65\u5904\u7406\u6765\u81eaAGV\u5c0f\u8f66\u7684\u5bfc\u822a\u6570\u636e\u4e0e\u81ea\u52a8\u62a5\u5de5\u8bf7\u6c42\uff0c\u5355\u5e73\u53f0\u66ff\u4ee3\u4e86\u539f\u672c\u9700\u8981\u4e24\u53f0\u5de5\u63a7\u673a\u7684\u65b9\u6848\uff0c\u964d\u4f4e\u4e8645%\u7684\u90e8\u7f72\u6210\u672c\u4e0e\u7ef4\u62a4\u590d\u6742\u5ea6\u3002<\/p>\n<h2>\u7ed3\u8bed<\/h2>\n<p style=\"font-size: 16px;\">\u4ece\u82af\u7247\u67b6\u6784\u5230\u4e1a\u52a1\u843d\u5730\uff0c\u5de5\u4e1a\u7ea7\u8fb9\u7f18AI\u5e73\u53f0\u51ed\u501f\u56db\u6838ARM\u5904\u7406\u5668\u4e0e\u72ec\u7acbNPU\u7684\u5f02\u6784\u534f\u540c\uff0c\u5b9e\u73b0\u4e86\u63a8\u7406\u65f6\u5ef6\u4f4e\u4e8e5ms\u300116\u8def\u89c6\u9891\u5e76\u53d1\u4e0d\u964d\u5e27\u3001\u91cf\u5316\u635f\u5931\u53ef\u63a7\u57282%\u4ee5\u5185\u7684\u5de5\u7a0b\u5316\u6027\u80fd\u3002\u5176\u5de5\u4e1a\u7ea7\u5bbd\u6e29\u8bbe\u8ba1\u3001LPDDR4X\u5b58\u7b97\u4e00\u81f4\u6027\u4e0e\u786c\u89e3\u7801\u6d41\u6c34\u7ebf\uff0c\u786e\u4fdd\u4e86\u5728\u9ad8\u6e29\u3001\u8fde\u7eed\u9ad8\u8d1f\u8f7d\u573a\u666f\u4e0b\u7684\u4e1a\u52a1\u8fde\u7eed\u6027\u3002\u5bf9\u4e8e\u7cfb\u7edf\u96c6\u6210\u5546\uff0c\u9009\u62e9\u5177\u590764\/108 TOPS\u7075\u6d3b\u914d\u7f6e\u4e14\u652f\u6301\u53cc4K\u5f02\u663e\u7684\u5e73\u53f0\uff0c\u53ef\u663e\u8457\u7f29\u77ed\u9879\u76ee\u90e8\u7f72\u5468\u671f\uff0c\u964d\u4f4e\u603b\u62e5\u6709\u6210\u672c\u3002<\/p>\n<div class=\"wp-block-cover aligncenter\" style=\"min-height: 302px;\">\n<p><img decoding=\"async\" loading=\"lazy\" class=\"wp-block-cover__image-background aligncenter wp-image-38652 size-full\" src=\"https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/12\/\u5de5\u4e1aAI\u89c6\u89c9\u8bc6\u522b\u76d2\u5b50.png\" sizes=\"(max-width: 924px) 100vw, 924px\" srcset=\"https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/12\/\u5de5\u4e1aAI\u89c6\u89c9\u8bc6\u522b\u76d2\u5b50.png 924w, https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/12\/\u5de5\u4e1aAI\u89c6\u89c9\u8bc6\u522b\u76d2\u5b50-300x153.png 300w, https:\/\/idmakers.cn\/wp-content\/uploads\/2025\/12\/\u5de5\u4e1aAI\u89c6\u89c9\u8bc6\u522b\u76d2\u5b50-768x392.png 768w\" alt=\"\u5de5\u4e1aAI\u89c6\u89c9\u8bc6\u522b\u76d2\u5b50\" width=\"924\" height=\"472\" data-object-fit=\"cover\" \/><\/p>\n<div class=\"wp-block-cover__inner-container\">\n<h2 class=\"has-text-align-left\" style=\"font-size: 30px;\"><a style=\"color: #13aff0;\" href=\"https:\/\/idmakers.cn\/aibox.html\">\u5de5\u4e1a\u7ea7AI\u89c6\u89c9\u8fb9\u7f18\u8ba1\u7b97\u76d2\u5b50<\/a><\/h2>\n<p style=\"font-size: 18px; text-align: left;\"><strong><span style=\"color: white;\">\u8be5\u786c\u4ef6\u662f\u4e00\u6b3e\u90e8\u7f72\u5728\u7f51\u7edc\u8fb9\u7f18\u4fa7\uff08\u9760\u8fd1\u6444\u50cf\u5934\u7aef\uff09\u7684\u9ad8\u6027\u80fd\u667a\u80fd\u7ec8\u7aef\u3002\u5c31\u50cf\u7ed9\u666e\u901a\u6444\u50cf\u5934\u88c5\u4e0a\u4e86\u201c\u8d85\u7ea7\u5927\u8111\u201d\uff0c\u80fd\u5728\u672c\u5730\u5b9e\u65f6\u5904\u7406\u6d77\u91cf\u89c6\u9891\u6570\u636e\uff0c\u65e0\u9700\u5168\u90e8\u4e0a\u4f20\u4e91\u7aef\u3002\u8be5\u8bbe\u5907\u5177\u5907\u9ad8\u7b97\u529b\u3001\u63a5\u53e3\u4e30\u5bcc\u3001\u7cfb\u7edf\u5f00\u653e\u7b49\u7279\u70b9\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5de5\u5382\u3001\u56ed\u533a\u3001\u5de5\u5730\u7b49\u573a\u666f\uff0c\u5b9e\u73b0\u5bf9\u4eba\u3001\u8f66\u3001\u7269\u3001\u4e8b\u768424\u5c0f\u65f6\u5168\u81ea\u52a8\u667a\u80fd\u76d1\u7ba1\u3002<\/span><\/strong><\/p>\n<div style=\"display: flex; justify-content: space-between; align-items: center;\">\n<p style=\"margin: 0;\"><a style=\"display: inline-block; padding: 12px 28px; background-color: #13aff0; color: white; font-size: 18px; font-weight: bold; text-decoration: none; border-radius: 30px; box-shadow: 0 4px 12px rgba(19, 175, 240, 0.3); transition: all 0.3s ease; position: relative; overflow: hidden; border: none; cursor: pointer; text-align: center; line-height: 1.5; text-transform: uppercase; letter-spacing: 1px;\" href=\"https:\/\/work.weixin.qq.com\/kfid\/kfc6e28eb8ad6d63cf7\" target=\"_blank\" rel=\"noopener\">\u7acb\u5373\u54a8\u8be2<\/a><\/p>\n<p style=\"margin: 0; font-size: 18px;\"><strong><a style=\"color: #13aff0;\" href=\"https:\/\/idmakers.cn\/solution.html\" target=\"_blank\" rel=\"noopener noreferrer\">\u66f4\u591a\u65b9\u6848\u2026<\/a><\/strong>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<a style=\"color: #13aff0;\" href=\"https:\/\/idmakers.cn\/product.html\"><strong>\u66f4\u591a\u4ea7\u54c1\u2026<\/strong><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p style=\"font-size: 16px; background-color: #f2f2f2; padding: 15px; border-radius: 5px;\"><span style=\"color: #000000;\"><strong>\u58f0\u660e\uff1a<\/strong><\/span>\u672c\u7ad9\u53d1\u5e03\u7684\u5185\u5bb9\uff08\u56fe\u7247\u3001\u89c6\u9891\u548c\u6587\u5b57\uff09\u4ee5\u539f\u521b\u3001\u8f6c\u8f7d\u548c\u5206\u4eab\u4e3a\u4e3b\uff0c\u6587\u7ae0\u89c2\u70b9\u4e0d\u4ee3\u8868\u672c\u7f51\u7ad9\u7acb\u573a\uff0c\u5982\u679c\u6d89\u53ca\u4fb5\u6743\u8bf7\u8054\u7cfb\u7ad9\u957f\u90ae\u7bb1\uff1asales@idmakers.cn\u5220\u9664\uff0c\u4efb\u4f55\u4e2a\u4eba\u6216\u7ec4\u7ec7\uff0c\u9700\u8981\u8f6c\u8f7d\u53ef\u4ee5\u81ea\u884c\u4e0e\u539f\u4f5c\u8005\u8054\u7cfb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u4ee5\u5de5\u4e1a\u8fb9\u7f18AI\u8ba1\u7b97\u5e73\u53f0\u4e3a\u7814\u7a76\u5bf9\u8c61\uff0c\u56f4\u7ed5\u56db\u683864\u4f4dARM\u5904\u7406\u5668\u4e0e\u72ec\u7acbNPU\u7684\u5f02\u6784\u67b6\u6784\uff0c\u91cf\u5316\u5206\u679064\/108 TOPS 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