{"id":5934,"date":"2022-05-18T12:40:40","date_gmt":"2022-05-18T04:40:40","guid":{"rendered":"https:\/\/blog.iyatt.com\/?p=5934"},"modified":"2024-05-05T14:19:06","modified_gmt":"2024-05-05T06:19:06","slug":"%e5%9f%ba%e4%ba%8e-yolov5-%e5%92%8c-opencv-dnn-%e7%9a%84%e7%9b%ae%e6%a0%87%e6%a3%80%e6%b5%8b","status":"publish","type":"post","link":"https:\/\/blog.iyatt.com\/?p=5934","title":{"rendered":"\u57fa\u4e8e YOLOv5 \u548c OpenCV DNN \u7684\u76ee\u6807\u68c0\u6d4b"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 ez-toc-wrap-center counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title ez-toc-toggle\" style=\"cursor:pointer\">\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/blog.iyatt.com\/?p=5934\/#%E6%96%B9%E5%BC%8F%E4%B8%80%EF%BC%9AOpenCV_DNN_YOLOv5_%E9%A2%84%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B\" >\u65b9\u5f0f\u4e00\uff1aOpenCV DNN + YOLOv5 \u9884\u8bad\u7ec3\u6a21\u578b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/blog.iyatt.com\/?p=5934\/#%E6%96%B9%E5%BC%8F%E4%BA%8C%EF%BC%9AYOLOv5\" >\u65b9\u5f0f\u4e8c\uff1aYOLOv5<\/a><\/li><\/ul><\/nav><\/div>\n\n<p>\u672c\u6587\u8d44\u6e90\u6587\u4ef6\u4e0b\u8f7d\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/pan.baidu.com\/s\/1m2ibm5RFV9O9nu6xg5egbg?pwd=j2mq\" target=\"_blank\">https:\/\/pan.baidu.com\/s\/1m2ibm5RFV9O9nu6xg5egbg?pwd=j2mq<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%96%B9%E5%BC%8F%E4%B8%80%EF%BC%9AOpenCV_DNN_YOLOv5_%E9%A2%84%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B\"><\/span>\u65b9\u5f0f\u4e00\uff1aOpenCV DNN + YOLOv5 \u9884\u8bad\u7ec3\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"has-text-align-center\">\u6a21\u578b\u6587\u4ef6\u4e0b\u8f7d\u53ca\u8f6c\u6362<\/p>\n\n\n\n<p>\u8fd9\u91cc\u91c7\u7528\u7684 YOLOv5 \u7248\u672c\u4e3a 6.1<\/p>\n\n\n\n<p>\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6\uff1a<a href=\"https:\/\/github.com\/ultralytics\/yolov5\/releases\/tag\/v6.1\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/ultralytics\/yolov5\/releases\/tag\/v6.1<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"761\" height=\"513\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-48.png\" alt=\"\" class=\"wp-image-5946 lazyload\" data-srcset=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-48.png 761w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-48-300x202.png 300w\" data-sizes=\"(max-width: 761px) 100vw, 761px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 761px; --smush-placeholder-aspect-ratio: 761\/513;\" \/><figcaption>\u4f7f\u7528\u5927\u5c0f\u4e3a 640 \u7684\u6a21\u578b\uff0c\u6839\u636e\u8868\u683c\u6570\u636e\u53ef\u77e5\uff0c\u901f\u5ea6\uff1an&gt;s&gt;m&gt;l&gt;x\uff0c\u7cbe\u786e\u5ea6\uff1an&lt;s&lt;m&lt;l&lt;x\uff0c\u5177\u4f53\u6a21\u578b\u9009\u62e9\u5c31\u8981\u770b\u81ea\u5df1\u8ba1\u7b97\u673a\u7b97\u529b\u4e86\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u83b7\u53d6 YOLOv5 \u6e90\u7801<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">git clone https:\/\/github.com\/ultralytics\/yolov5.git --depth=1 --branch=v6.1<\/pre>\n\n\n\n<p>\u5b89\u88c5 YOLOv5 \u4f9d\u8d56\u73af\u5883<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">pip3 install -r yolov5\/requirements.txt<\/pre>\n\n\n\n<p>\u63d0\u4f9b\u7684\u6a21\u578b\u6587\u4ef6\u683c\u5f0f\u4e3a YOLOv5 \u683c\u5f0f\uff0cOpenCV DNN \u6a21\u5757\u65e0\u6cd5\u4f7f\u7528\uff0c\u8fd9\u91cc\u9700\u8981\u8f6c\u6362\u4e3a ONNX \u683c\u5f0f\uff0c\u6211\u628a\u4e0b\u8f7d\u7684 .pt \u6a21\u578b\u6587\u4ef6\u653e\u5230\u4e86 models \u6587\u4ef6\u5939\u4e0b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"239\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-49-1024x239.png\" alt=\"\" class=\"wp-image-5947 lazyload\" data-srcset=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-49-1024x239.png 1024w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-49-300x70.png 300w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-49-768x179.png 768w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-49.png 1221w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/239;\" \/><\/figure>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">python3 yolov5\/export.py --weights models\/yolov5n.pt --include onnx\npython3 yolov5\/export.py --weights models\/yolov5s.pt --include onnx\npython3 yolov5\/export.py --weights models\/yolov5m.pt --include onnx\npython3 yolov5\/export.py --weights models\/yolov5l.pt --include onnx\npython3 yolov5\/export.py --weights models\/yolov5x.pt --include onnx<\/pre>\n\n\n\n<p>\u8f6c\u6362\u5b8c\u6210\u5f97\u5230 ONNX \u6587\u4ef6\uff0c\u751f\u6210\u7684\u6587\u4ef6\u662f\u5728\u5f53\u524d\u8fd0\u884c\u8def\u5f84\u4e0b\u7684\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u6587\u4ef6\u62f7\u8d1d\u5230 models \u76ee\u5f55\u4e0b<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u9884\u8bad\u7ec3\u6a21\u578b\u8bad\u7ec3\u4f7f\u7528\u7684\u6570\u636e\u96c6\u4e3a coco\uff0c\u5176\u4e2d\u5305\u62ec\u4e86 80 \u4e2d\u7269\u4f53\u7c7b\u578b\uff0c\u5177\u4f53\u53ef\u67e5\u770b coco.names\u3002<\/p>\n\n\n\n<p class=\"has-text-align-center\">\u76ee\u6807\u68c0\u6d4b\u7a0b\u5e8f\u8fd0\u884c<\/p>\n\n\n\n<p>\u6d4b\u8bd5\u73af\u5883\u4f7f\u7528\u7684\u662f <a rel=\"noreferrer noopener\" href=\"https:\/\/blog.iyatt.com\/?p=5822\" data-type=\"URL\" data-id=\"https:\/\/blog.iyatt.com\/?p=5822\" target=\"_blank\">Docker \u955c\u50cf<\/a>\uff1a<strong>blog.iyatt.com-ubuntu_20.04-cuda_11.3.0-cuDNN_8.2.1-opencv_contrib_4.5.5-gnu_9.4.0-python_3.10.4.tar<\/strong><\/p>\n\n\n\n<p>\u5728 jupyer \u4e2d\u8fd0\u884c<strong>\u76ee\u6807\u68c0\u6d4b.ipynb<\/strong>\u7b14\u8bb0\u672c\uff0c\u5373\u53ef\u901a\u8fc7\u6444\u50cf\u5934\u9884\u89c8\u5e76\u8bc6\u522b\u7269\u4f53<\/p>\n\n\n\n<p>\u5728\u4f7f\u7528 n \u6a21\u578b\u65f6\uff0cCPU \u8ba1\u7b97\u5e27\u7387\u4e0d\u8d85\u8fc7 4 \u5e27\uff08Inter i5 8265U\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"827\" height=\"825\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-51.png\" alt=\"\" class=\"wp-image-5955 lazyload\" data-srcset=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-51.png 827w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-51-300x300.png 300w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-51-150x150.png 150w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-51-768x766.png 768w\" data-sizes=\"(max-width: 827px) 100vw, 827px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 827px; --smush-placeholder-aspect-ratio: 827\/825;\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"662\" height=\"498\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-52.png\" alt=\"\" class=\"wp-image-5956 lazyload\" data-srcset=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-52.png 662w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-52-300x226.png 300w\" data-sizes=\"(max-width: 662px) 100vw, 662px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 662px; --smush-placeholder-aspect-ratio: 662\/498;\" \/><\/figure>\n\n\n\n<p>n \u6a21\u578b\u4f7f\u7528 GPU \u52a0\u901f\u65f6\uff0c\u867d\u7136\u6211\u8f7b\u8584\u672c\u7684 GPU \u5f88\u5783\u573e\uff0c\u4f46\u662f\u6bd4\u8d77\u7eaf CPU\uff0c\u5e27\u7387\u8fd8\u662f\u53ef\u4ee5\u7ffb\u4e00\u500d\uff08NVIDIA GeForce MX230\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"664\" height=\"523\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-53.png\" alt=\"\" class=\"wp-image-5957 lazyload\" data-srcset=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-53.png 664w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-53-300x236.png 300w\" data-sizes=\"(max-width: 664px) 100vw, 664px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 664px; --smush-placeholder-aspect-ratio: 664\/523;\" \/><\/figure>\n\n\n\n<p>\u4e0a\u9762\u6d4b\u8bd5\u4f7f\u7528\u7684\u90fd\u662f n \u6a21\u578b\uff08\u901f\u5ea6\u6700\u5feb\uff0c\u51c6\u786e\u5ea6\u6700\u5dee\uff09\uff0c\u7136\u540e\u6211\u518d\u5c1d\u8bd5\u4e00\u4e0b x \u6a21\u578b\uff08\u901f\u5ea6\u6700\u6162\uff0c\u51c6\u786e\u5ea6\u6700\u9ad8\uff09\uff0c\u5e27\u7387\u5c31\u5f88\u60e8\u4e86\uff0c\u4f46\u662f\u786e\u5b9e\u51c6\u786e\u5ea6\u9ad8\u4e86\uff0c\u524d\u4e00\u4e2a\u90fd\u6ca1\u6709\u628a\u90a3\u4e9b\u4e66\u8bc6\u522b\u51fa\u6765\uff0c\u8fd9\u4e2a\u5374\u53ef\u4ee5\u8bc6\u522b\u51fa\u6765\u3002<\/p>\n\n\n\n<p>\u4f46\u662f GPU \u57fa\u672c\u4e0a\u6ee1\u8f7d\u4e86\uff0c\u98ce\u6247\u72c2\u8f6c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"664\" height=\"523\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-54.png\" alt=\"\" class=\"wp-image-5958 lazyload\" data-srcset=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-54.png 664w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-54-300x236.png 300w\" data-sizes=\"(max-width: 664px) 100vw, 664px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 664px; --smush-placeholder-aspect-ratio: 664\/523;\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"727\" height=\"647\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-55.png\" alt=\"\" class=\"wp-image-5959 lazyload\" data-srcset=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-55.png 727w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/05\/image-55-300x267.png 300w\" data-sizes=\"(max-width: 727px) 100vw, 727px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 727px; --smush-placeholder-aspect-ratio: 727\/647;\" \/><\/figure>\n\n\n\n<p>\u5bf9\u4e8e\u7b97\u529b\u4e0d\u662f\u5f88\u5f3a\u7684\u8ba1\u7b97\u673a\u8bbe\u5907\uff0c\u4e00\u822c\u5efa\u8bae\u4f7f\u7528 s \u6a21\u578b\uff0c\u76f8\u6bd4\u4e8e n \u6a21\u578b\uff0c\u8ba1\u7b97\u91cf\u7684\u63d0\u5347\u76f8\u5bf9\u4e8e\u51c6\u786e\u5ea6\u7684\u63d0\u5347\u8fd8\u662f\u6bd4\u8f83\u503c\u5f97\u7684\u3002\u5982\u679c\u662f\u50cf\u6811\u6885\u6d3e\u3001Jetson Nano\u8fd9\u4e9b\u5c0f\u578b\u8ba1\u7b97\u673a\u677f\u7684\u8bdd\uff0c\u90a3\u5c31\u5efa\u8bae n \u6a21\u578b\u4e86\uff0c\u7b97\u529b\u6bd5\u7adf\u592a\u6709\u9650\uff0c\u6211\u5728\u6811\u8393\u6d3e4B 4G\u4e0a\u8bd5\u4e86\u4e00\u4e0b\uff0c\u5e27\u7387\u4e3a 1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%96%B9%E5%BC%8F%E4%BA%8C%EF%BC%9AYOLOv5\"><\/span>\u65b9\u5f0f\u4e8c\uff1aYOLOv5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u8fd9\u91cc\u662f\u540e\u671f\u8865\u7684\uff0c\u56e0\u4e3a\u6211\u53d1\u73b0\u76f4\u63a5\u4f7f\u7528 YOLOv5 \u6bd4\u8f6c\u6362\u6a21\u578b\u540e\u4f7f\u7528 OpenCV \u901f\u5ea6\u5feb\u4e0d\u5c11\uff0c\u5f53\u7136\u914d\u7f6e\u73af\u5883\u5c31\u8981\u518d\u591a\u5b89\u88c5\u4e00\u4e2a PyTorch\u3002<\/p>\n\n\n\n<p>\u6211\u6d4b\u8bd5\u4f7f\u7528\u7684 PyTorch \u7248\u672c\u4e3a 1.11.0\uff0cYOLOv5 \u7248\u672c 6.1\uff0c\u5f88\u53ef\u80fd\u4f1a\u9047\u5230\u62a5\u9519 <strong>AttributeError: \u2018Upsample\u2019 object has no attribute \u2018recompute_scale_factor\u2019<\/strong>\uff0c\u89e3\u51b3\u65b9\u6848\uff1a<a href=\"https:\/\/blog.iyatt.com\/?p=6422\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/blog.iyatt.com\/?p=6422<\/a><\/p>\n\n\n\n<p>\u4ee3\u7801\u6587\u4ef6\u4e3a <strong>\u76ee\u6807\u68c0\u6d4byolov5.ipynb<\/strong>\uff0c\u4e0b\u9762\u6d4b\u8bd5\u90fd\u662f\u4f7f\u7528\u7684 n \u6a21\u578b<\/p>\n\n\n\n<p>CPU\uff08Inter i5 8265U\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"776\" height=\"608\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/06\/image-7.png\" alt=\"\" class=\"wp-image-6456 lazyload\" data-srcset=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/06\/image-7.png 776w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/06\/image-7-300x235.png 300w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/06\/image-7-768x602.png 768w\" data-sizes=\"(max-width: 776px) 100vw, 776px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 776px; --smush-placeholder-aspect-ratio: 776\/608;\" \/><\/figure>\n\n\n\n<p>GPU \uff08GeForce MX230\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"753\" height=\"597\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/06\/image-9.png\" alt=\"\" class=\"wp-image-6459 lazyload\" data-srcset=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/06\/image-9.png 753w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/06\/image-9-300x238.png 300w\" data-sizes=\"(max-width: 753px) 100vw, 753px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 753px; --smush-placeholder-aspect-ratio: 753\/597;\" \/><\/figure>\n\n\n\n<p>Jetson Nano<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"725\" height=\"540\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/06\/image-10.png\" alt=\"\" class=\"wp-image-6466 lazyload\" data-srcset=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/06\/image-10.png 725w, https:\/\/blog.iyatt.com\/wp-content\/uploads\/2022\/06\/image-10-300x223.png 300w\" data-sizes=\"(max-width: 725px) 100vw, 725px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 725px; --smush-placeholder-aspect-ratio: 725\/540;\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u8d44\u6e90\u6587\u4ef6\u4e0b\u8f7d\uff1ahttps:\/\/pan.baidu.com\/s\/1m2ibm5RFV9O9nu6xg5egb [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"zakra_page_container_layout":"customizer","zakra_page_sidebar_layout":"customizer","zakra_remove_content_margin":false,"zakra_sidebar":"customizer","zakra_transparent_header":"customizer","zakra_logo":0,"zakra_main_header_style":"default","zakra_menu_item_color":"","zakra_menu_item_hover_color":"","zakra_menu_item_active_color":"","zakra_menu_active_style":"","zakra_page_header":true,"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-5934","post","type-post","status-publish","format-standard","hentry","category-all"],"modified_by":"IYATT-yx","_links":{"self":[{"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=\/wp\/v2\/posts\/5934","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5934"}],"version-history":[{"count":0,"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=\/wp\/v2\/posts\/5934\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5934"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5934"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5934"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}